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'%7B%22jobId%22%3A%2248905275%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"48905275\",\"jobKind\":\"2\",\"recruiterName\":\"唐女士\",\"imId\":\"9e5b45289ab5581e337193710fe42056\",\"imUserType\":\"2\",\"userId\":\"69bf0604ae10eb243f03c06e2c7db374\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'}, {'job': {'labels': ['市场洞察', '拓展培训', '团队管理', '销售管理', '出差'], 'jobId': '59115121', 'jobKind': '2', 'title': '微生物检测产品经理（制药行业/双休）', 'salary': '15-20k·16薪', 'dq': '广州-黄埔区', 'refreshTime': '20230606134705', 'topJob': False, 'link': 'https://www.liepin.com/job/1959115121.shtml', 'requireWorkYears': '5-10年', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=38'}, 'recruiter': {'recruiterName': '陈女士', 'recruiterTitle': '', 'imId': '767685575712890413dd84912f51618a', 'imUserType': '2', 'chatted': False, 'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'comp': {'compStage': '融资未公开', 'compLogo': '5bfe8edd74719d35745a548603a.png', 'compName': '广东环凯微生物科技有限公司', 'compScale': '100-499人', 'compIndustry': '制药', 'compId': 7932064, 'link': 'https://www.liepin.com/company/7932064/'}, 'dataInfo': '%7B%22jobId%22%3A%2259115121%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"59115121\",\"jobKind\":\"2\",\"recruiterName\":\"陈女士\",\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\",\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'}, {'job': {'labels': ['市场营销', '产品管理', '产品开发'], 'jobId': '45177357', 'jobKind': '1', 'title': ' Product Manager ', 'salary': '25-30k', 'dq': '广州', 'refreshTime': '20230620100503', 'topJob': False, 'link': 'https://www.liepin.com/a/45177357.shtml', 'requireWorkYears': '1-3年', 'advViewFlag': False, 'requireEduLevel': '本科及以上', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=39'}, 'recruiter': {'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'imId': '9cfdabc8878349689809d03804875792', 'imUserType': '2', 'chatted': False, 'recruiterId': '47227c6fbfcd952686963be95b15422d', 'recruiterPhoto': '6321be3095ee1c04143439eb01u.jpeg'}, 'comp': {'compStage': '融资未公开', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某国内大型快消品公司', 'compScale': '2000-5000人', 'compIndustry': '日化', 'link': ''}, 'dataInfo': '%7B%22jobId%22%3A%2245177357%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobId\":\"45177357\",\"jobKind\":\"1\",\"recruiterName\":\"孙女士\",\"imId\":\"9cfdabc8878349689809d03804875792\",\"imUserType\":\"2\",\"userId\":\"47227c6fbfcd952686963be95b15422d\",\"recruiterPhoto\":\"6321be3095ee1c04143439eb01u.jpeg\"}'}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'totalCounts': 806, 'currentPage': 0, 'totalPage': 10, 'pageSize': 40, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 0,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=ioYE87NtQmKVBO3G0Y0HCg; __gc_id=37822670cebb460693955108ff86d124; __uuid=1679636647293.55; __tlog=1679636647295.49%7C00000000%7C00000000%7C00000000%7C00000000; _ga=GA1.1.1687403970.1681896657; acw_tc=276077d816837105124564397e9c8b7118940ba709aa4ba34680cbb786f8bc; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683710513; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=s%2Bpfa3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhxB8mc8ULN7j9Mun%2BzHBP6UIbwGqnl4CyvOW92GECS%2B1cN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683710561; __session_seq=24; __uv_seq=4; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683710511.3.1.1683710585.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '296c6ffc-320c-4ab2-ab90-29e44a2664d4',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'ioYE87NtQmKVBO3G0Y0HCg'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "22764c11",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品'], 'dq': '广州', 'jobKind': '2', 'refreshTime': '20230620090737', 'jobId': '56376837', 'topJob': True, 'title': 'C端高级产品经理(J10043)', 'salary': '15-30k·15薪', 'link': 'https://www.liepin.com/job/1956376837.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': True, 'requireEduLevel': '本科', 'requireWorkYears': '3-5年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=0'}, 'dataInfo': '%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22jobKind%22%3A%222%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobId%22%3A%2256376837%22%2C%22scene%22%3A%22input%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"imUserType\":\"2\",\"userId\":\"4e54ac2e3b974628242a21c338b47b91\",\"jobKind\":\"2\",\"jobId\":\"56376837\",\"recruiterName\":\"王先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}', 'recruiter': {'chatted': False, 'imId': '52c4365602551576abcb385e72bd8d3d', 'imUserType': '2', 'recruiterId': '4e54ac2e3b974628242a21c338b47b91', 'recruiterName': '王先生', 'recruiterTitle': '人力资源伙伴(HRBP)', 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compScale': '100-499人', 'compName': '盈米基金', 'compId': 9954019, 'compStage': 'B轮', 'compLogo': '5e38f3e729d83a67544619cd08u.jpg', 'compIndustry': '基金/证券/期货', 'link': 'https://www.liepin.com/company/9954019/'}}, {'job': {'labels': [], 'dq': '广州', 'jobKind': '2', 'refreshTime': '20230619103414', 'jobId': '58733143', 'topJob': True, 'title': '产品经理', 'salary': '薪资面议', 'link': 'https://www.liepin.com/job/1958733143.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'advViewFlag': True, 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=0&pageSize=40&index=1'}, 'dataInfo': 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'%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259306125%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"1773b17d47b09df309c6f4266340b4e0\",\"recruiterName\":\"胡女士\",\"jobId\":\"59306125\",\"imId\":\"a1276acf2b8f5534dae63fecfc649d41\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6177ec2531094f075862dc6703u.png\"}', 'comp': {'compName': 'SHEIN', 'compScale': '5000-10000人', 'compId': 8706847, 'compLogo': '5c64c511261c45f22d50d39303u.png', 'link': 'https://www.liepin.com/company/8706847/', 'compIndustry': '互联网'}}, {'job': {'labels': ['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据分析', '需求分析', '用户研究', '产品设计', '团队管理'], 'jobKind': '2', 'refreshTime': '20230607134704', 'requireWorkYears': '一年以下', 'title': '高级产品经理', 'salary': '10-30k', 'jobId': '59150941', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=9&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=9&pageSize=40&index=39', 'dq': '广州-荔湾区', 'topJob': False, 'advViewFlag': False, 'link': 'https://www.liepin.com/job/1959150941.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireEduLevel': '本科'}, 'recruiter': {'recruiterName': '薛先生', 'recruiterTitle': '运营总监', 'chatted': False, 'recruiterId': '17ef54758d358b720d978b47d95cf116', 'imId': '5844ad1b9b7bc17b4f20da7109aae001', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataInfo': '%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%229%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobId%22%3A%2259150941%22%2C%22d_curPage%22%3A%229%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"jobKind\":\"2\",\"userId\":\"17ef54758d358b720d978b47d95cf116\",\"recruiterName\":\"薛先生\",\"jobId\":\"59150941\",\"imId\":\"5844ad1b9b7bc17b4f20da7109aae001\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'comp': {'compName': '佛山市开仪家具有限公司', 'compScale': '1-49人', 'compId': 13443587, 'compLogo': '61b07937d0458d53c627567e02u.jpg', 'link': 'https://www.liepin.com/company/13443587/', 'compIndustry': '家具/家居'}}], 'compList': []}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}, 'pagination': {'totalPage': 10, 'pageSize': 40, 'currentPage': 9, 'hasNext': False, 'totalCounts': 806}}}\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {}, 'passThroughData': {'sfrom': 'search_job_pc', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8'}, 'pagination': {'totalPage': 0, 'pageSize': 40, 'currentPage': 10, 'totalCounts': 0, 'hasNext': False}}}\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-3-4bb4b1d21d99>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m     \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 11\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     12\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "\n",
    "import pandas as pd\n",
    "response_df = []\n",
    "for i in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    # send a POST request with headers\n",
    "    r = requests.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    print(response_data)\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "95cef5de",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "        vertical-align: top;\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...</td>\n",
       "      <td>[客户端产品, 工具产品, 基金产品, 供应链产品, IT互联网, 金融理财/贷款, to ...</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620090737</td>\n",
       "      <td>56376837</td>\n",
       "      <td>True</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"a77e3547cf3d67c4ac4acac916df0e35\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>58733143</td>\n",
       "      <td>True</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"6652e0af2060df2c160b5b344d4ef7b6\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>58956493</td>\n",
       "      <td>True</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
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       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620104235</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...</td>\n",
       "      <td>[数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"1c9e0b2a05a5d073ab814...</td>\n",
       "      <td>[企业服务, 智能硬件, 海外产品, 汽车中控, 集控物联网, 办公会议]</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230420120326</td>\n",
       "      <td>45470981</td>\n",
       "      <td>False</td>\n",
       "      <td>海外软件产品经理（A股上市龙头企业）</td>\n",
       "      <td>25-40k·17薪</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>62d1278f8604e32a3078ea8f07u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1590c1a54efdb2297dde1...</td>\n",
       "      <td>[CRM产品, CRM系统, 电子商务, to C, 产品设计, 产品优化, Axure, ...</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230424084617</td>\n",
       "      <td>54800463</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理(crm/scrm)</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>湛蓝科技</td>\n",
       "      <td>12227847.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62abd76f0b64cc778f9aa66202u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/12227847/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1b45d1e7748f010fcdd85...</td>\n",
       "      <td>[CRM产品, 数据产品, 客户端产品, CRM系统, to C, 用户研究, 产品设计, ...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230213135238</td>\n",
       "      <td>52932415</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（双休）</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>九州国际会展</td>\n",
       "      <td>13320911.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6336b8f04dcf895d5bcd412806u.png</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>https://www.liepin.com/company/13320911/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1773b17d47b09df309c6f...</td>\n",
       "      <td>[电商产品, 商业产品, 电子商务, 移动端产品, Xmind, Visio]</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230613181140</td>\n",
       "      <td>59306125</td>\n",
       "      <td>False</td>\n",
       "      <td>B端产品经理（供应商管理协同方向） (MJ008521)</td>\n",
       "      <td>25-45k·14薪</td>\n",
       "      <td>...</td>\n",
       "      <td>胡女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>6177ec2531094f075862dc6703u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>8706847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c64c511261c45f22d50d39303u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8706847/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"17ef54758d358b720d978...</td>\n",
       "      <td>[数据产品, 工艺品/收藏品, 消费品, 产品优化, 产品规划, 数据分析, 需求分析, 用...</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230607134704</td>\n",
       "      <td>59150941</td>\n",
       "      <td>False</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>...</td>\n",
       "      <td>薛先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>13443587.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>https://www.liepin.com/company/13443587/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..                                                ...   \n",
       "35  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...   \n",
       "1   {\"imId\":\"a77e3547cf3d67c4ac4acac916df0e35\",\"im...   \n",
       "2   {\"imId\":\"6652e0af2060df2c160b5b344d4ef7b6\",\"im...   \n",
       "3   {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       "4   {\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...   \n",
       "..                                                ...   \n",
       "35  {\"jobKind\":\"1\",\"userId\":\"1c9e0b2a05a5d073ab814...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"1590c1a54efdb2297dde1...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"1b45d1e7748f010fcdd85...   \n",
       "38  {\"jobKind\":\"2\",\"userId\":\"1773b17d47b09df309c6f...   \n",
       "39  {\"jobKind\":\"2\",\"userId\":\"17ef54758d358b720d978...   \n",
       "\n",
       "                                           job.labels  job.dq job.jobKind  \\\n",
       "0   [客户端产品, 工具产品, 基金产品, 供应链产品, IT互联网, 金融理财/贷款, to ...      广州           2   \n",
       "1                                                  []      广州           2   \n",
       "2                                                  []  广州-天河区           2   \n",
       "3   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...  广州-天河区           2   \n",
       "4        [数据产品, 工具产品, 平台产品, 科研/技术服务, 数据分析, SQL, 竞品分析]  广州-番禺区           2   \n",
       "..                                                ...     ...         ...   \n",
       "35              [企业服务, 智能硬件, 海外产品, 汽车中控, 集控物联网, 办公会议]  广州-黄埔区           1   \n",
       "36  [CRM产品, CRM系统, 电子商务, to C, 产品设计, 产品优化, Axure, ...  广州-海珠区           2   \n",
       "37  [CRM产品, 数据产品, 客户端产品, CRM系统, to C, 用户研究, 产品设计, ...  广州-天河区           2   \n",
       "38            [电商产品, 商业产品, 电子商务, 移动端产品, Xmind, Visio]  广州-番禺区           2   \n",
       "39  [数据产品, 工艺品/收藏品, 消费品, 产品优化, 产品规划, 数据分析, 需求分析, 用...  广州-荔湾区           2   \n",
       "\n",
       "   job.refreshTime job.jobId  job.topJob                     job.title  \\\n",
       "0   20230620090737  56376837        True              C端高级产品经理(J10043)   \n",
       "1   20230619103414  58733143        True                          产品经理   \n",
       "2   20230616103702  58956493        True     Product Marketing Manager   \n",
       "3   20230620104235  50965433       False   产品经理（化妆品原料）/Product Manager   \n",
       "4   20230410215438  57679297       False           产品经理Product Manager   \n",
       "..             ...       ...         ...                           ...   \n",
       "35  20230420120326  45470981       False            海外软件产品经理（A股上市龙头企业）   \n",
       "36  20230424084617  54800463       False                产品经理(crm/scrm)   \n",
       "37  20230213135238  52932415       False                      产品经理（双休）   \n",
       "38  20230613181140  59306125       False  B端产品经理（供应商管理协同方向） (MJ008521)   \n",
       "39  20230607134704  59150941       False                        高级产品经理   \n",
       "\n",
       "    job.salary  ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0   15-30k·15薪  ...                     王先生             人力资源伙伴(HRBP)   \n",
       "1         薪资面议  ...                     李女士                       HR   \n",
       "2   18-25k·14薪  ...                     黄女士                       HR   \n",
       "3         薪资面议  ...                     吴女士               HR Officer   \n",
       "4       20-25k  ...                     樊女士                      HRM   \n",
       "..         ...  ...                     ...                      ...   \n",
       "35  25-40k·17薪  ...                     黄女士                     猎头顾问   \n",
       "36      18-25k  ...                     刘先生                     招聘经理   \n",
       "37      12-15k  ...                     陈女士                       HR   \n",
       "38  25-45k·14薪  ...                     胡女士                     招聘专员   \n",
       "39      10-30k  ...                     薛先生                     运营总监   \n",
       "\n",
       "           recruiter.recruiterPhoto  comp.compScale   comp.compName  \\\n",
       "0   5f8f986aea60860b75384fab08u.jpg        100-499人            盈米基金   \n",
       "1   5f8f986779c7cc70efbf36c008u.jpg        500-999人         辉柏嘉(中国)   \n",
       "2   5f8f9865ea60860b75384fa508u.jpg        500-999人  卡尔蔡司光学(广州)有限公司   \n",
       "3   5f8f98648dbe6273dcf8515508u.jpg          50-99人            仙婷集团   \n",
       "4   5f8f9863f6d1ab58476f246a08u.jpg        100-499人  广州市新目标电子商务有限公司   \n",
       "..                              ...             ...             ...   \n",
       "35  62d1278f8604e32a3078ea8f07u.png     5000-10000人    某知名计算机软件上市公司   \n",
       "36  5f8f986c79c7cc70efbf36c808u.jpg      2000-5000人            湛蓝科技   \n",
       "37  5f8f9865ea60860b75384fa508u.jpg        100-499人          九州国际会展   \n",
       "38  6177ec2531094f075862dc6703u.png     5000-10000人           SHEIN   \n",
       "39  5f8f986bdfb13a7dee342f2108u.jpg           1-49人     佛山市开仪家具有限公司   \n",
       "\n",
       "   comp.compId comp.compStage                    comp.compLogo  \\\n",
       "0    9954019.0             B轮  5e38f3e729d83a67544619cd08u.jpg   \n",
       "1    8094471.0            NaN  5fdc38169b3439706a19fd5901u.png   \n",
       "2    7977404.0          融资未公开  648fbf95b7732f1e292621c406u.png   \n",
       "3    8112968.0            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4   13315477.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..         ...            ...                              ...   \n",
       "35         NaN            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36  12227847.0          融资未公开  62abd76f0b64cc778f9aa66202u.png   \n",
       "37  13320911.0            NaN  6336b8f04dcf895d5bcd412806u.png   \n",
       "38   8706847.0            NaN  5c64c511261c45f22d50d39303u.png   \n",
       "39  13443587.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "   comp.compIndustry                                 comp.link  \n",
       "0           基金/证券/期货   https://www.liepin.com/company/9954019/  \n",
       "1            办公用品/设备   https://www.liepin.com/company/8094471/  \n",
       "2              批发/零售   https://www.liepin.com/company/7977404/  \n",
       "3             贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       "4               IT服务  https://www.liepin.com/company/13315477/  \n",
       "..               ...                                       ...  \n",
       "35             计算机软件                                            \n",
       "36               互联网  https://www.liepin.com/company/12227847/  \n",
       "37          广告/公关/会展  https://www.liepin.com/company/13320911/  \n",
       "38               互联网   https://www.liepin.com/company/8706847/  \n",
       "39             家具/家居  https://www.liepin.com/company/13443587/  \n",
       "\n",
       "[400 rows x 31 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "ab773c15",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "db6292e8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.title</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...</td>\n",
       "      <td>['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620090737</td>\n",
       "      <td>56376837</td>\n",
       "      <td>True</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>9954019.0</td>\n",
       "      <td>B轮</td>\n",
       "      <td>5e38f3e729d83a67544619cd08u.jpg</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/9954019/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"a77e3547cf3d67c4ac4acac916df0e35\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州</td>\n",
       "      <td>2</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>58733143</td>\n",
       "      <td>True</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>李女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>8094471.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5fdc38169b3439706a19fd5901u.png</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>https://www.liepin.com/company/8094471/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"6652e0af2060df2c160b5b344d4ef7b6\",\"im...</td>\n",
       "      <td>[]</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>58956493</td>\n",
       "      <td>True</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>7977404.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>648fbf95b7732f1e292621c406u.png</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>https://www.liepin.com/company/7977404/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...</td>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230620104235</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Officer</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...</td>\n",
       "      <td>['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"1c9e0b2a05a5d073ab814...</td>\n",
       "      <td>['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>1</td>\n",
       "      <td>20230420120326</td>\n",
       "      <td>45470981</td>\n",
       "      <td>False</td>\n",
       "      <td>海外软件产品经理（A股上市龙头企业）</td>\n",
       "      <td>...</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>62d1278f8604e32a3078ea8f07u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1590c1a54efdb2297dde1...</td>\n",
       "      <td>['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230424084617</td>\n",
       "      <td>54800463</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理(crm/scrm)</td>\n",
       "      <td>...</td>\n",
       "      <td>刘先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>湛蓝科技</td>\n",
       "      <td>12227847.0</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>62abd76f0b64cc778f9aa66202u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/12227847/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1b45d1e7748f010fcdd85...</td>\n",
       "      <td>['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230213135238</td>\n",
       "      <td>52932415</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（双休）</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>九州国际会展</td>\n",
       "      <td>13320911.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6336b8f04dcf895d5bcd412806u.png</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>https://www.liepin.com/company/13320911/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1773b17d47b09df309c6f...</td>\n",
       "      <td>['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230613181140</td>\n",
       "      <td>59306125</td>\n",
       "      <td>False</td>\n",
       "      <td>B端产品经理（供应商管理协同方向） (MJ008521)</td>\n",
       "      <td>...</td>\n",
       "      <td>胡女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>6177ec2531094f075862dc6703u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>8706847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5c64c511261c45f22d50d39303u.png</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/8706847/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"17ef54758d358b720d978...</td>\n",
       "      <td>['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>2</td>\n",
       "      <td>20230607134704</td>\n",
       "      <td>59150941</td>\n",
       "      <td>False</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>...</td>\n",
       "      <td>薛先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>13443587.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>https://www.liepin.com/company/13443587/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "1             1  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "2             2  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "3             3  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "4             4  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "..          ...                                                ...   \n",
       "395          35  %7B%22jobKind%22%3A%221%22%2C%22pageSize%22%3A...   \n",
       "396          36  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "397          37  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "398          38  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "399          39  %7B%22jobKind%22%3A%222%22%2C%22pageSize%22%3A...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"imId\":\"52c4365602551576abcb385e72bd8d3d\",\"im...   \n",
       "1    {\"imId\":\"a77e3547cf3d67c4ac4acac916df0e35\",\"im...   \n",
       "2    {\"imId\":\"6652e0af2060df2c160b5b344d4ef7b6\",\"im...   \n",
       "3    {\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"im...   \n",
       "4    {\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"im...   \n",
       "..                                                 ...   \n",
       "395  {\"jobKind\":\"1\",\"userId\":\"1c9e0b2a05a5d073ab814...   \n",
       "396  {\"jobKind\":\"2\",\"userId\":\"1590c1a54efdb2297dde1...   \n",
       "397  {\"jobKind\":\"2\",\"userId\":\"1b45d1e7748f010fcdd85...   \n",
       "398  {\"jobKind\":\"2\",\"userId\":\"1773b17d47b09df309c6f...   \n",
       "399  {\"jobKind\":\"2\",\"userId\":\"17ef54758d358b720d978...   \n",
       "\n",
       "                                            job.labels  job.dq  job.jobKind  \\\n",
       "0    ['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...      广州            2   \n",
       "1                                                   []      广州            2   \n",
       "2                                                   []  广州-天河区            2   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...  广州-天河区            2   \n",
       "4    ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...  广州-番禺区            2   \n",
       "..                                                 ...     ...          ...   \n",
       "395  ['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']  广州-黄埔区            1   \n",
       "396  ['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...  广州-海珠区            2   \n",
       "397  ['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...  广州-天河区            2   \n",
       "398  ['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...  广州-番禺区            2   \n",
       "399  ['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...  广州-荔湾区            2   \n",
       "\n",
       "     job.refreshTime  job.jobId  job.topJob                     job.title  \\\n",
       "0     20230620090737   56376837        True              C端高级产品经理(J10043)   \n",
       "1     20230619103414   58733143        True                          产品经理   \n",
       "2     20230616103702   58956493        True     Product Marketing Manager   \n",
       "3     20230620104235   50965433       False   产品经理（化妆品原料）/Product Manager   \n",
       "4     20230410215438   57679297       False           产品经理Product Manager   \n",
       "..               ...        ...         ...                           ...   \n",
       "395   20230420120326   45470981       False            海外软件产品经理（A股上市龙头企业）   \n",
       "396   20230424084617   54800463       False                产品经理(crm/scrm)   \n",
       "397   20230213135238   52932415       False                      产品经理（双休）   \n",
       "398   20230613181140   59306125       False  B端产品经理（供应商管理协同方向） (MJ008521)   \n",
       "399   20230607134704   59150941       False                        高级产品经理   \n",
       "\n",
       "     ... recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0    ...                     王先生             人力资源伙伴(HRBP)   \n",
       "1    ...                     李女士                       HR   \n",
       "2    ...                     黄女士                       HR   \n",
       "3    ...                     吴女士               HR Officer   \n",
       "4    ...                     樊女士                      HRM   \n",
       "..   ...                     ...                      ...   \n",
       "395  ...                     黄女士                     猎头顾问   \n",
       "396  ...                     刘先生                     招聘经理   \n",
       "397  ...                     陈女士                       HR   \n",
       "398  ...                     胡女士                     招聘专员   \n",
       "399  ...                     薛先生                     运营总监   \n",
       "\n",
       "            recruiter.recruiterPhoto  comp.compScale   comp.compName  \\\n",
       "0    5f8f986aea60860b75384fab08u.jpg        100-499人            盈米基金   \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg        500-999人         辉柏嘉(中国)   \n",
       "2    5f8f9865ea60860b75384fa508u.jpg        500-999人  卡尔蔡司光学(广州)有限公司   \n",
       "3    5f8f98648dbe6273dcf8515508u.jpg          50-99人            仙婷集团   \n",
       "4    5f8f9863f6d1ab58476f246a08u.jpg        100-499人  广州市新目标电子商务有限公司   \n",
       "..                               ...             ...             ...   \n",
       "395  62d1278f8604e32a3078ea8f07u.png     5000-10000人    某知名计算机软件上市公司   \n",
       "396  5f8f986c79c7cc70efbf36c808u.jpg      2000-5000人            湛蓝科技   \n",
       "397  5f8f9865ea60860b75384fa508u.jpg        100-499人          九州国际会展   \n",
       "398  6177ec2531094f075862dc6703u.png     5000-10000人           SHEIN   \n",
       "399  5f8f986bdfb13a7dee342f2108u.jpg           1-49人     佛山市开仪家具有限公司   \n",
       "\n",
       "    comp.compId comp.compStage                    comp.compLogo  \\\n",
       "0     9954019.0             B轮  5e38f3e729d83a67544619cd08u.jpg   \n",
       "1     8094471.0            NaN  5fdc38169b3439706a19fd5901u.png   \n",
       "2     7977404.0          融资未公开  648fbf95b7732f1e292621c406u.png   \n",
       "3     8112968.0            NaN  6274ee6d04a5ff469b10880402u.png   \n",
       "4    13315477.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "..          ...            ...                              ...   \n",
       "395         NaN            已上市  60e2fe0bf3df194a3c48adb502u.png   \n",
       "396  12227847.0          融资未公开  62abd76f0b64cc778f9aa66202u.png   \n",
       "397  13320911.0            NaN  6336b8f04dcf895d5bcd412806u.png   \n",
       "398   8706847.0            NaN  5c64c511261c45f22d50d39303u.png   \n",
       "399  13443587.0            NaN  61b07937d0458d53c627567e02u.jpg   \n",
       "\n",
       "     comp.compIndustry                                 comp.link  \n",
       "0             基金/证券/期货   https://www.liepin.com/company/9954019/  \n",
       "1              办公用品/设备   https://www.liepin.com/company/8094471/  \n",
       "2                批发/零售   https://www.liepin.com/company/7977404/  \n",
       "3               贸易/进出口   https://www.liepin.com/company/8112968/  \n",
       "4                 IT服务  https://www.liepin.com/company/13315477/  \n",
       "..                 ...                                       ...  \n",
       "395              计算机软件                                       NaN  \n",
       "396                互联网  https://www.liepin.com/company/12227847/  \n",
       "397           广告/公关/会展  https://www.liepin.com/company/13320911/  \n",
       "398                互联网   https://www.liepin.com/company/8706847/  \n",
       "399              家具/家居  https://www.liepin.com/company/13443587/  \n",
       "\n",
       "[400 rows x 32 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "483007eb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 400 entries, 0 to 399\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                400 non-null    int64  \n",
      " 1   dataInfo                  400 non-null    object \n",
      " 2   dataParams                400 non-null    object \n",
      " 3   job.labels                400 non-null    object \n",
      " 4   job.dq                    400 non-null    object \n",
      " 5   job.jobKind               400 non-null    int64  \n",
      " 6   job.refreshTime           400 non-null    int64  \n",
      " 7   job.jobId                 400 non-null    int64  \n",
      " 8   job.topJob                400 non-null    bool   \n",
      " 9   job.title                 400 non-null    object \n",
      " 10  job.salary                400 non-null    object \n",
      " 11  job.link                  400 non-null    object \n",
      " 12  job.pcOuterLink           0 non-null      float64\n",
      " 13  job.h5OuterLink           0 non-null      float64\n",
      " 14  job.advViewFlag           400 non-null    bool   \n",
      " 15  job.requireEduLevel       400 non-null    object \n",
      " 16  job.requireWorkYears      400 non-null    object \n",
      " 17  job.dataPromId            400 non-null    object \n",
      " 18  recruiter.chatted         400 non-null    bool   \n",
      " 19  recruiter.imId            399 non-null    object \n",
      " 20  recruiter.imUserType      399 non-null    float64\n",
      " 21  recruiter.recruiterId     399 non-null    object \n",
      " 22  recruiter.recruiterName   400 non-null    object \n",
      " 23  recruiter.recruiterTitle  364 non-null    object \n",
      " 24  recruiter.recruiterPhoto  400 non-null    object \n",
      " 25  comp.compScale            397 non-null    object \n",
      " 26  comp.compName             400 non-null    object \n",
      " 27  comp.compId               281 non-null    float64\n",
      " 28  comp.compStage            222 non-null    object \n",
      " 29  comp.compLogo             400 non-null    object \n",
      " 30  comp.compIndustry         399 non-null    object \n",
      " 31  comp.link                 280 non-null    object \n",
      "dtypes: bool(3), float64(4), int64(4), object(21)\n",
      "memory usage: 91.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "35a7bea4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...</td>\n",
       "      <td>20230620090737</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230620104235</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']</td>\n",
       "      <td>20230420120326</td>\n",
       "      <td>海外软件产品经理（A股上市龙头企业）</td>\n",
       "      <td>25-40k·17薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...</td>\n",
       "      <td>20230424084617</td>\n",
       "      <td>产品经理(crm/scrm)</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>湛蓝科技</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...</td>\n",
       "      <td>20230213135238</td>\n",
       "      <td>产品经理（双休）</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>九州国际会展</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...</td>\n",
       "      <td>20230613181140</td>\n",
       "      <td>B端产品经理（供应商管理协同方向） (MJ008521)</td>\n",
       "      <td>25-45k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...</td>\n",
       "      <td>20230607134704</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>1-49人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...   20230620090737   \n",
       "1                                                   []   20230619103414   \n",
       "2                                                   []   20230616103702   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230620104235   \n",
       "4    ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...   20230410215438   \n",
       "..                                                 ...              ...   \n",
       "395  ['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']   20230420120326   \n",
       "396  ['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...   20230424084617   \n",
       "397  ['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...   20230213135238   \n",
       "398  ['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...   20230613181140   \n",
       "399  ['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...   20230607134704   \n",
       "\n",
       "                        job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                C端高级产品经理(J10043)  15-30k·15薪      广州        True   \n",
       "1                            产品经理        薪资面议      广州        True   \n",
       "2       Product Marketing Manager  18-25k·14薪  广州-天河区        True   \n",
       "3     产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "4             产品经理Product Manager      20-25k  广州-番禺区       False   \n",
       "..                            ...         ...     ...         ...   \n",
       "395            海外软件产品经理（A股上市龙头企业）  25-40k·17薪  广州-黄埔区       False   \n",
       "396                产品经理(crm/scrm)      18-25k  广州-海珠区       False   \n",
       "397                      产品经理（双休）      12-15k  广州-天河区       False   \n",
       "398  B端产品经理（供应商管理协同方向） (MJ008521)  25-45k·14薪  广州-番禺区       False   \n",
       "399                        高级产品经理      10-30k  广州-荔湾区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage   comp.compName  \\\n",
       "0                   3-5年                  本科             B轮            盈米基金   \n",
       "1                  5-10年                统招本科            NaN         辉柏嘉(中国)   \n",
       "2                  5-10年                  硕士          融资未公开  卡尔蔡司光学(广州)有限公司   \n",
       "3                   3-5年                  硕士            NaN            仙婷集团   \n",
       "4                   3-5年                  本科            NaN  广州市新目标电子商务有限公司   \n",
       "..                   ...                 ...            ...             ...   \n",
       "395                5-10年                统招本科            已上市    某知名计算机软件上市公司   \n",
       "396                 3-5年                  本科          融资未公开            湛蓝科技   \n",
       "397                 1-3年                统招本科            NaN          九州国际会展   \n",
       "398                5-10年                统招本科            NaN           SHEIN   \n",
       "399                 一年以下                  本科            NaN     佛山市开仪家具有限公司   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0            基金/证券/期货       100-499人  \n",
       "1             办公用品/设备       500-999人  \n",
       "2               批发/零售       500-999人  \n",
       "3              贸易/进出口         50-99人  \n",
       "4                IT服务       100-499人  \n",
       "..                ...            ...  \n",
       "395             计算机软件    5000-10000人  \n",
       "396               互联网     2000-5000人  \n",
       "397          广告/公关/会展       100-499人  \n",
       "398               互联网    5000-10000人  \n",
       "399             家具/家居          1-49人  \n",
       "\n",
       "[400 rows x 12 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "9c7f2579",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        124\n",
       "广州-天河区     85\n",
       "广州-番禺区     56\n",
       "广州-黄埔区     43\n",
       "广州-海珠区     29\n",
       "广州-越秀区     23\n",
       "广州-白云区     20\n",
       "广州-荔湾区     11\n",
       "广州-南沙区      5\n",
       "广州-花都区      3\n",
       "广州-增城区      1\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eb57eafe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '黄埔区', '海珠区', '越秀区', '白云区', '荔湾区', '南沙区', '花都区', '增城区']"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]       for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0d37e078",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[85, 56, 43, 29, 23, 20, 11, 5, 3, 1]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "680f0f88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      ['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...\n",
       "1                                                     []\n",
       "2                                                     []\n",
       "3      ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...\n",
       "4      ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...\n",
       "                             ...                        \n",
       "395    ['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']\n",
       "396    ['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...\n",
       "397    ['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...\n",
       "398    ['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...\n",
       "399    ['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...\n",
       "Name: job.labels, Length: 400, dtype: object"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9b88c2e1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]                                                                                      74\n",
       "['数据分析']                                                                                 4\n",
       "['to B']                                                                                 2\n",
       "['to C']                                                                                 2\n",
       "['客户端产品', '数据产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']       2\n",
       "                                                                                        ..\n",
       "['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']                        1\n",
       "['后台产品', '中台产品', 'IT互联网', '云计算', 'to B', 'web端产品', '小程序产品', '移动端产品', '需求分析', '用户研究']     1\n",
       "['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']                                        1\n",
       "['售后服务']                                                                                 1\n",
       "['产品规划', '需求分析', '需求调研', '医疗行业']                                                         1\n",
       "Name: job.labels, Length: 317, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "fc98ff51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金融理财/贷款', 'to C', 'to B', '产品设计', '移动端产品']\",\n",
       "       '[]', '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'SQL', '竞品分析']\",\n",
       "       \"['中央市场产品经理经验', '区域推广经验']\", \"['神外', '医生']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', '[]', \"['to B', 'to G']\",\n",
       "       \"['硬件产品', '汽车行业', '硬件系统集成', '用户研究', '产品设计', '需求分析', '市场调研', '交互设计', '产品规划']\",\n",
       "       \"['产品设计', 'AI人工智能产品']\", \"['游戏行业']\", '[]', '[]', '[]',\n",
       "       \"['to B', 'to G']\", '[]',\n",
       "       \"['AI人工智能产品', '内容产品', '商业产品', '人工智能', 'to C', 'IT互联网', 'to G', '产品规划', '产品设计', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据挖掘', '数据分析']\",\n",
       "       \"['化妆品', '消费品', '产品开发']\",\n",
       "       \"['产品策略', '爆品', '母婴', '美妆', '产品策划', '电商']\",\n",
       "       \"['b端产品', '用户增长', '策略产品', '数据分析', '内容产品', 'C端产品', '增长黑客', '私域增长', '新零售']\",\n",
       "       \"['to C']\", '[]', \"['商品管理', '产品企划', '商品运营']\", '[]', \"['医院器械']\",\n",
       "       '[]', \"['泌尿外科']\", '[]', \"['品牌策划']\", \"['游戏产品', 'MMO游戏']\",\n",
       "       \"['to C']\", '[]', \"['产品优化', '二次元在研', '项目管理']\",\n",
       "       \"['市场洞察', '拓展培训', '团队管理', '销售管理', '出差']\",\n",
       "       \"['市场营销', '产品管理', '产品开发']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', '服务业', '批发/零售', 'IT/互联网/软件', '化工行业', 'CRM系统']\",\n",
       "       '[]', '[]', \"['数据分析']\", \"['增长产品']\",\n",
       "       \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['axure', 'visio', 'powerpoint', 'word', 'Excel']\", '[]',\n",
       "       \"['PMP', '流程管理']\", \"['包食宿', '五险一金', '晋升空间大', '零食下午茶']\",\n",
       "       \"['智能硬件', '电子产品及配件', '产品规划', '用户研究', '产品优化', '团队管理', '产品设计', '数据分析']\",\n",
       "       \"['数据分析']\",\n",
       "       \"['市场调研/信息整', '产品差异化研发/', '新品企划/商品管', '项目管理', '烘焙产品经理']\",\n",
       "       \"['供应链产品', '数据产品', '平台产品', '中台产品', '产品设计', '产品规划', '团队管理', '数据建模', '数据分析', '需求管理']\",\n",
       "       \"['流程管理', 'PMP']\",\n",
       "       \"['数据产品', '工具产品', '电商产品', 'to C', 'to B', '跨境电商', '产品设计', '用户研究', '交互设计', 'Axure']\",\n",
       "       \"['数据产品', '食品饮料', '消费品', '竞品分析', '需求调研', '市场调研', '用户研究', '产品规划', '团队管理']\",\n",
       "       \"['AI人工智能产品', '硬件产品', '人工智能', 'IT互联网', '硬件系统集成', '智能硬件', '产品设计', '产品规划', '用户研究', '团队管理']\",\n",
       "       \"['计算机软件', 'to B', '原型设计', '需求分析', '产品设计', '建筑软件', '建筑信息化', '建筑行业', 'web端产品']\",\n",
       "       '[]', \"['CRM', '新零售', '电子商务']\", \"['CRM', '新零售', '电子商务']\",\n",
       "       \"['excel', 'word']\", \"['原型设计', '需求调研', '产品规划', '需求管理']\",\n",
       "       \"['海外', '手游', '电商']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融产品', '商业产品', 'IT互联网', '金融行业', '产品优化', '产品设计']\",\n",
       "       \"['电商产品', '画像产品', 'IT互联网', '电子商务', '产品设计', '移动端产品', '用户研究', '产品优化', '需求管理', '交互设计']\",\n",
       "       \"['策略产品', '化妆品', '团队管理', '产品优化', '产品规划', '产品设计']\", \"['售后服务']\",\n",
       "       \"['供应链产品', '用户研究', '产品设计', '原型设计', '市场调研', '流程设计', '产品规划', '团队管理']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['工具产品', '墨刀', 'Visio', 'Axure', '金融行业', 'to B', '用户研究', '需求分析', 'Xmind']\",\n",
       "       '[]', \"['采购', '订单管理', '订单履约']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['产品设计', '数据分析', '课程产品']\",\n",
       "       \"['敏捷管理', '流程管理', '项目管理师', 'PMP', 'PMP项目管理认证']\",\n",
       "       \"['生物医药', '分析生物学', '体外诊断产品']\", '[]',\n",
       "       \"['5G行业', '应急行业', '能源行业', '电力', '广电行业', '通讯/网络设备', '需求分析', '用户研究']\",\n",
       "       \"['游戏']\", \"['摄像机', '相机', '安防机', '影像设备']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       \"['商业产品', '产品规划']\", \"['数据分析', 'PMP']\",\n",
       "       \"['电商产品', '后台产品', '交易产品', '中台产品', 'AI人工智能产品', 'CRM系统', '电子商务', '人工智能', '产品优化', '产品设计']\",\n",
       "       \"['数据产品', '平台产品', '信息安全', '交通/运输', '数据分析', 'Axure', 'Visio', '产品规划', 'MindManager']\",\n",
       "       \"['金融产品', '金融行业', '证券业', '期货证券', '需求管理', '团队管理']\", '[]',\n",
       "       \"['供应链产品', '交通/运输/物流', '供应链仓储']\",\n",
       "       \"['axure', 'xmind', 'b端产品', '需求分析']\",\n",
       "       \"['旅游产品', 'to C', 'OTA', '英文']\",\n",
       "       \"['金融产品', '交易产品', '工具产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['医药企业', '连锁']\", \"['固定收益', '固收系统']\", '[]', \"['售前产品经理', '无线通信方向']\",\n",
       "       \"['Visio', 'Axure', '产品设计', '工具产品', '需求挖掘', '原型设计', '产品规划']\",\n",
       "       \"['供应链产品', '电子商务', 'to B']\", '[]', \"['硬件产品', '硬件系统集成', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['AI人工智能产品', '商业产品', '人工智能', '产品规划', '需求管理', '产品设计', '产品优化', '数据分析', '团队管理']\",\n",
       "       '[]', \"['宠物电子', '个人护理', '美容仪', '桌面办公', '平板', '消费电子']\",\n",
       "       \"['硬件产品', '硬件系统集成', '智能硬件', '用户研究', '产品设计', '产品规划', '竞品分析']\",\n",
       "       \"['产品规划', '产品优化']\",\n",
       "       \"['电商产品', '中台产品', '后台产品', '交易产品', 'AI人工智能产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['电商产品经理 ', 'ERP产品经理', '跨境电商行业']\",\n",
       "       \"['电商产品', '跨境电商', '电子商务', '团队管理']\", \"['to B']\",\n",
       "       \"['产品设计', 'axure', 'visio', 'ppt', '需求分析']\", '[]',\n",
       "       \"['数据产品', '硬件产品']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['产品设计', '数据分析']\", \"['to B']\", \"['axure', 'visio', 'xmind']\",\n",
       "       \"['商业产品', '计算机软件', '产品规划', '用户研究', '产品设计']\",\n",
       "       \"['产品规划', '云平台', '软硬件集成', '从0到1的规划产品']\",\n",
       "       \"['ppt', 'axure', 'visio', '硬件产品']\", \"['产品设计', '需求分析']\",\n",
       "       \"['产品设计']\", \"['数据分析']\", \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\",\n",
       "       \"['产品分析', '产品设计', '产品开发', '产品推广']\",\n",
       "       \"['产品优化', '原型设计', '需求调研', '产品规划', '产品设计', '硬件产品', '智慧城市', '医疗行业', '房地产行业', '通讯/网络设备']\",\n",
       "       '[]',\n",
       "       \"['IT互联网', 'SaaS系统', '通讯/网络设备', '产品规划', '产品设计', '移动端产品', '需求调研', '用户研究', '市场调研', '需求分析']\",\n",
       "       \"['风控产品', '策略产品', '金融产品', '投资产品', '金融行业', '金融理财/贷款', '需求分析', '产品设计', '产品优化', '团队管理']\",\n",
       "       \"['医疗', '大健康', '慢病', '治未病', '专科医生', '执业医师证', '医学产品']\", \"['IT互联网']\",\n",
       "       \"['OA产品', '工具产品', '财务产品', '供应链产品', 'IT互联网', '产品设计', '用户研究', '交互设计', '产品规划', '需求分析']\",\n",
       "       \"['工具产品', '资讯产品', '财务产品', '供应链产品', '医疗行业', '医院', 'IT互联网', '产品设计', '用户研究', '产品规划']\",\n",
       "       '[]',\n",
       "       \"['IT互联网', '产品规划', '产品设计', 'Axure', '需求调研', '需求分析', '市场调研', '竞品分析', '用户研究']\",\n",
       "       \"['智能硬件', '汽车行业', '房地产行业', '用户研究', '产品规划', '产品设计']\",\n",
       "       \"['SaaS系统', '通讯/网络设备', 'IT互联网', '产品规划', '产品设计', '需求分析', '竞品分析', '需求调研', '移动端产品', 'Axure']\",\n",
       "       \"['工具产品', '商业产品', '策略产品', 'to C', '团队管理', '产品优化', '交互设计', '产品规划', '产品设计']\",\n",
       "       \"['后台产品', '制造业', '需求分析', '产品规划', '产品设计', '需求管理', 'CRM产品', 'to B', '原型设计', '流程设计']\",\n",
       "       \"['电子商务', '家具设计', '产品规划', '欧美风格', '轻奢风格', '实木家具', '板木家具', '软体家具']\",\n",
       "       \"['数据产品', '平台产品', '商业产品', '工具产品', '人工智能', 'to B', '产品设计', 'Axure', '墨刀', 'Visio']\",\n",
       "       \"['信号测量', '雷达配套', '无线通信', '仪器设备']\", \"['传感器', '模拟芯片', '数字芯片']\",\n",
       "       \"['计算机软件', '团队管理']\", \"['数据分析', '软件开发']\", '[]',\n",
       "       \"['数据产品', '商业产品', '产品规划']\", \"['工具产品', '移动端产品']\",\n",
       "       \"['数据产品经理', '数据可视化', '大数据平台']\", '[]',\n",
       "       \"['客户端产品', '数据产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['生产经理']\", \"['工具产品', '商业化产品']\",\n",
       "       \"['OA产品', 'OA系统', '产品规划', 'MindManager', 'Visio', '需求调研', 'Axure', '市场调研', '产品优化', '产品设计']\",\n",
       "       \"['数据产品', 'b端产品', '内容产品']\", \"['产品设计', '供应商管理', 'to B']\",\n",
       "       \"['AI人工智能产品', '中台产品', '数据产品', '人工智能', 'IT互联网', '团队管理', '用户研究', '产品设计', '产品优化', '需求分析']\",\n",
       "       '[]',\n",
       "       \"['支付产品', '工具产品', '供应链产品', '产品规划', '产品设计', '需求分析', '数据分析', '财务产品', 'to B']\",\n",
       "       \"['数据产品', '用户研究', '产品设计', '原型设计', '市场调研', '数据分析']\",\n",
       "       \"['IT互联网', '电子商务', '消费品', '食品饮料', '电子/半导体/集成电路', '数据分析', '产品优化', '竞品分析', '移动端产品', '产品设计']\",\n",
       "       \"['智能载荷', '视觉感知系统', '无人驾驶']\",\n",
       "       \"['产品设计', '需求分析', '跨境电商', 'ERP系统', 'to C', '供应链产品']\",\n",
       "       \"['IT产品经理', '电商产品经理', '信息化系统建设', '流程设计', '业务需求分析']\",\n",
       "       \"['to C', 'IT互联网', 'to B', '消费品', '产品设计', '用户研究', '产品规划', '需求挖掘']\",\n",
       "       \"['策略产品', '商业产品', 'IT互联网', '通讯/网络设备', '产品设计', '市场调研', '产品规划', '团队管理', '产品优化', '用户研究']\",\n",
       "       \"['平台产品', '客户端产品', '数据产品', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划', '市场调研']\",\n",
       "       \"['平台产品', '消费品', '团队管理', '用户研究', '需求管理', '产品优化', '产品设计', '市场调研', '数据分析']\",\n",
       "       '[]',\n",
       "       \"['SaaS产品', 'SaaS系统', '产品设计', '产品规划', '流程设计', '用户研究', '原型设计', '产品优化']\",\n",
       "       \"['无人机', '无人机载荷', '激光雷达', '光学相机']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '用户研究', '交互设计', '竞品分析']\",\n",
       "       \"['产品经理', '国际业务']\",\n",
       "       \"['数据产品', '投资产品', '工具产品', '金融理财/贷款', '设计服务', 'to C', '产品设计', '用户研究', '产品规划', '数据分析']\",\n",
       "       \"['产品经理', 'B端产品经理']\", \"['OA产品', 'IT互联网', 'to B']\",\n",
       "       \"['ppt', '架构设计', 'axure', 'visio', 'xmind', '数据分析']\",\n",
       "       \"['工业互联网', '产品规划', '产品设计', '通讯/网络设备', '计算机软件']\",\n",
       "       \"['投资产品', '基金产品', '金融理财/贷款', '设计服务', '基金业务']\",\n",
       "       \"['工具产品', 'to B', '产品规划', '产品优化', '产品设计', '用户研究', 'Axure', '原型设计', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['产品规划', '产品设计', 'to B', '流程设计', '原型设计', '需求分析', 'SaaS产品', '中台产品', 'IT互联网', '电子商务']\",\n",
       "       \"['策略产品', '团队管理', '用户研究', '产品设计']\",\n",
       "       \"['平台产品', 'IT互联网', '产品规划', '产品设计', '市场调研', '需求调研', '数据分析', '团队管理']\",\n",
       "       \"['采购', '产品设计']\",\n",
       "       \"['财务产品', 'AI人工智能产品', '用户研究', '团队管理', '产品优化', '产品设计', '数据分析']\",\n",
       "       \"['增长产品', '社交产品', '数据产品', '用户研究', '数据分析']\",\n",
       "       \"['客户端产品', '数据产品', 'IT互联网', '产品优化', '用户研究', '团队管理', '数据分析', '产品设计', '产品规划', '需求管理']\",\n",
       "       \"['增长产品', '社交产品', '数据产品', '用户研究', '数据分析']\", \"['信托类', '信托公司背景']\",\n",
       "       \"['数据产品', 'to C', 'to B', '消费品', '产品设计', '用户研究', '产品规划', '需求挖掘']\",\n",
       "       \"['工具产品', '企业服务', '国产化PC']\", \"['工具产品', '竞品分析', '企业服务']\",\n",
       "       \"['硬件产品', '商业产品', '策略产品', '硬件系统集成', '用户研究', '市场调研', '竞品分析', '产品规划', '团队管理']\",\n",
       "       \"['社交产品', '直播/视频产品', '直播', '产品规划']\", '[]',\n",
       "       \"['硬件产品', '通讯/网络设备', 'to B', '产品规划', '需求分析', '用户研究']\",\n",
       "       \"['交易产品', '供应链产品', '数据产品', '电商产品', 'to B', 'CRM系统', '采购', '信息安全', '计算机软件', 'SaaS系统']\",\n",
       "       '[]',\n",
       "       \"['策略产品', '定价/竞价产品', '数据产品', '供应链产品', '消费品', '用户研究', '产品规划', '团队管理', '交互设计', '市场调研']\",\n",
       "       \"['制造业', '产品优化', '需求分析', 'IT互联网', '智能硬件', 'to B']\", \"['铁路']\",\n",
       "       \"['金融行业', '投资产品', '金融产品', '交易产品', 'to B', 'web端产品', '需求分析', '数据分析', 'Axure', 'Xmind']\",\n",
       "       \"['需求分析', '产品经理', 'CRM产品', 'CRM系统', 'B端产品', '客户关系管理系统', '经销渠道管理']\",\n",
       "       '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '策略产品', '工具产品', '推荐产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       '[]', \"['供应链产品', '国际快递', '需求管理', '产品规划', '团队管理', 'Visio']\",\n",
       "       \"['医疗行业', '医院', '计算机软件', '产品优化', '市场调研', '产品规划', '数据分析']\",\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', '原型设计']\",\n",
       "       \"['产品设计', 'TMS', '卡运', '物流方向']\", \"['国产化', '信创', '生态产品', '云桌面']\",\n",
       "       \"['客户端产品', '工具产品', '计算机软件', '产品设计', '交互设计', '原型设计', '用户研究', '产品规划', 'Axure', 'Visio']\",\n",
       "       \"['搜索产品', '策略产品', '数据产品', '音乐行业', '产品设计', '产品规划', '产品优化', '用户研究']\",\n",
       "       '[]', '[]', \"['中台产品', '产品规划', '产品设计', 'to C', '用户中心']\",\n",
       "       \"['工具产品', 'IT互联网', 'to B', '产品设计', '产品规划', '产品优化', '流程设计', '用户研究', '交互设计', '团队管理']\",\n",
       "       \"['工具产品', '数据产品', '商业产品', '团队管理', '产品优化', '产品设计', '交互设计']\",\n",
       "       \"['采购', '物流快递', '团队管理', '需求管理', '产品设计']\",\n",
       "       \"['广告产品', '商业产品', '策略产品', '广告行业', '广告营销', '旅游行业', '产品设计', '产品规划', '数据分析', '产品优化']\",\n",
       "       \"['小家电', '厨卫电器', '保健电器', '取暖电器', '制冷电器', '个护电器', '饮水电器', '生命周期管理', '量产上市', 'GMV']\",\n",
       "       '[]', '[]',\n",
       "       \"['策略产品', '计算机软件', '用户研究', '产品设计', '需求分析', '产品规划', '竞品分析', '团队管理']\",\n",
       "       '[]',\n",
       "       \"['数据产品', '计算机软件', '企业服务', '产品设计', '竞品分析', '原型设计', '用户研究', '数据分析', '需求分析', '产品规划']\",\n",
       "       '[]', '[]', \"['支付产品', '定价/竞价产品', '支付行业', '聚合支付', '产品规划']\",\n",
       "       \"['中药', '中成药', '零售', '连锁', '产品推广']\",\n",
       "       \"['物业服务', '后台产品', 'IT互联网', 'to B', '原型设计', '需求分析', 'Axure']\",\n",
       "       \"['信创', '国产化', '规划', '产品规划']\", \"['产品开发']\",\n",
       "       \"['调度策略产品', '产品规划', '用户研究']\", '[]', \"['社区/社交产品', '中期开发迭代', '拉新']\",\n",
       "       '[]', '[]', '[]',\n",
       "       \"['交通/运输/物流', '物流快递', '交通/物流/贸易', '服装/纺织/皮革', '服装服饰', '电子商务', '皮革/纺织/服装']\",\n",
       "       \"['直播/视频产品', '语音产品', '海外产品', '需求分析', '交互设计', '市场调研', '产品优化', '竞品分析', '数据分析', 'to C']\",\n",
       "       \"['商业产品', '数据产品', 'to C', 'to B', 'web端产品', '用户研究', '产品设计', '产品规划', '移动端产品', 'Axure']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '工具产品', '平台产品', '贸易/进出口', 'IT互联网', '产品规划', '产品设计', '需求分析', '用户研究', 'Axure']\",\n",
       "       \"['产品市场']\", \"['供应链产品', '跨境电商', '物流产品规划', '库存管理']\", '[]',\n",
       "       \"['工具产品', 'IT互联网', '产品设计', '原型设计', '用户研究', '产品规划']\", '[]', '[]',\n",
       "       \"['商家平台产品经理', '卡券产品经理', '商家工具产品经理']\",\n",
       "       \"['产品设计', '产品规划', '需求挖掘', '需求管理', '团队管理', '交互设计']\",\n",
       "       \"['数据产品', '竞品分析', '产品规划', '用户研究', '产品优化', '产品设计', '需求分析']\",\n",
       "       \"['电子商务', '产品规划', 'to C', '供应链产品']\",\n",
       "       \"['工具产品', '图文打印/复印', '自动化行业', '保险行业', '计算机软件']\",\n",
       "       \"['汽摩配', '储能电源', '光伏逆变器', '电动工具', 'DIY工具', '雕刻机']\",\n",
       "       \"['零售产品经理', '中药领域']\", \"['用户研究', 'Axure', '交互设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '保健品', '消费品', '市场调研', '数据分析']\",\n",
       "       \"['金融产品', '金融行业', '电子产品及配件', '产品优化', '产品规划', '用户研究']\",\n",
       "       \"['AI人工智能产品', '平台产品', '商业产品', '支付产品', '定价/竞价产品', '人工智能', '支付行业', '计算机软件', '产品规划', '产品设计']\",\n",
       "       \"['ERP系统', 'SaaS产品', '供应链产品', 'ERP产品', 'CRM产品', 'to B', 'web端产品', 'IT互联网', '电子商务', '中台产品']\",\n",
       "       \"['产品规划', '需求分析', '需求调研', '医疗行业']\",\n",
       "       \"['教育行业', 'k12教育', '软件产品经理', '互联网公司背景', '工具产品', 'AI人工智能产品', '直播/视频产品', '语音产品']\",\n",
       "       \"['数据产品', '策略产品', '数据分析', '产品设计', '需求分析', '用户研究', '产品规划']\",\n",
       "       \"['社交产品', '语音产品', 'to C', '需求分析', '用户研究', '市场调研', '竞品分析', 'IT互联网', '社区/社交产品']\",\n",
       "       \"['供应链产品', '平台产品', '工具产品', '贸易/进出口', 'IT互联网', '产品规划', '产品设计', '需求分析', '用户研究', 'Axure']\",\n",
       "       \"['计算机软件', '产品规划', '竞品分析', '产品设计', '市场调研', '团队管理', '用户研究', '产品优化']\",\n",
       "       '[]',\n",
       "       \"['工具产品', '数据产品', '金融产品', '金融行业', '产品设计', '用户研究', '产品规划', '产品优化', 'Axure']\",\n",
       "       \"['产品设计', '需求调研', '竞品分析', 'to G', '计算机软件']\",\n",
       "       \"['计算机软件', 'IT互联网', '产品设计', '移动端产品', '产品规划', '原型设计', '交互设计']\",\n",
       "       '[]',\n",
       "       \"['OA产品', '定价/竞价产品', '平台产品', '数据产品', '策略产品', '产品规划', '竞品分析', '市场调研', '用户研究', '团队管理']\",\n",
       "       '[]', \"['aPAAS', 'PAAS', '低代码']\", \"['B端产品', '供应链产品', '跨境电商']\",\n",
       "       \"['后台产品', '策略产品', '计算机软件', '游戏行业', '产品优化', '产品设计', '流程设计', '数据分析', '团队管理']\",\n",
       "       \"['定价/竞价产品', '策略产品', '日化用品', '日用品', '产品规划', '团队管理', '产品优化']\",\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', '流程设计', '墨刀', 'Visio', 'Axure', '原型设计']\",\n",
       "       '[]', \"['电力', '电网', '智慧园区']\",\n",
       "       \"['原型设计', '需求分析', '物联网', 'IOT', 'AIOT']\",\n",
       "       \"['服务器产品', '存储产品', '计算产品', '鲲鹏']\",\n",
       "       \"['Axure', '金融行业', '交易产品', '产品规划']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '中台产品', '人工智能', 'IT互联网', '团队管理', '产品设计', '用户研究', '产品优化', '产品规划']\",\n",
       "       \"['增长产品', '策略产品', '数据产品', '智能硬件', '房地产行业', 'IT互联网', '音乐行业', '家具行业', '数据分析', '用户研究']\",\n",
       "       \"['金融产品', '金融行业', '产品设计', '流程设计', '用户研究', '产品规划', '交互设计', '原型设计', 'Axure']\",\n",
       "       \"['教育产品', '软件产品']\", \"['数据分析']\", '[]',\n",
       "       \"['海外产品', '用户研究', '需求分析', '产品规划']\",\n",
       "       \"['社交产品', '直播', '产品规划', '社区/社交产品']\",\n",
       "       \"['金融产品', '工具产品', '交易产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['客户端产品', 'to B', '产品规划', '产品设计', '团队管理']\",\n",
       "       \"['社交产品', '增长产品', '数据产品', '用户研究', '数据分析']\",\n",
       "       \"['电视', '产品规划', '产品调研']\",\n",
       "       \"['社交产品', '商业产品', '工具产品', 'IT互联网', '游戏行业', '产品设计']\",\n",
       "       \"['社交产品', '数据分析', '产品规划', '产品设计', '用户研究', 'imo社交方向']\", '[]', '[]',\n",
       "       \"['产品设计', '用户研究']\", \"['中药', '产品培训', '产品推广', '医药产品经理']\", '[]',\n",
       "       \"['调度策略产品', '需求挖掘', '产品设计', '数据分析']\",\n",
       "       \"['数据产品', '客户端产品', '产品设计', '产品规划', '团队管理', '产品优化', '需求管理', '需求分析', '交互设计', '用户研究']\",\n",
       "       '[]',\n",
       "       \"['平台产品', '数据产品', '计算机软件', '产品设计', '产品优化', '用户研究', '需求挖掘', '需求分析', '产品规划', '竞品分析']\",\n",
       "       \"['工具产品', '数据产品', 'SaaS产品', '中台产品', 'to B', '大数据平台', '开发套件', '开发工具', '数据中台', '低代码']\",\n",
       "       '[]', \"['需求分析', '产品设计', '产品优化', '数据分析', '中台产品', 'to B', '产品规划']\",\n",
       "       \"['CRM产品', '产品规划', 'SaaS产品', 'ERP产品', 'IT互联网', '计算机软件', '云计算', 'to B', '原型设计', '产品优化']\",\n",
       "       \"['策略产品', '产品优化', '产品规划', '需求分析', '团队管理']\",\n",
       "       \"['广告产品', '广告行业', '游戏行业', '计算机软件', '产品设计', '数据分析', '流程设计', '团队管理']\",\n",
       "       \"['计算机软件', 'IT互联网', '产品设计', '移动端产品', '产品规划', '交互设计', '原型设计']\",\n",
       "       \"['商业产品', '计算机软件', '产品设计', '产品规划', '原型设计', '用户研究']\",\n",
       "       \"['人力资源服务', 'HRM系统', 'HRIS', '人力资源数字化']\",\n",
       "       \"['金融产品', '金融行业', '产品设计', '产品规划', '产品优化', '需求管理']\",\n",
       "       \"['安全产品', '需求管理', '团队管理', '产品设计']\",\n",
       "       \"['策略产品', 'EHR系统', '招聘行业', '用户研究', '市场调研', '产品规划', '团队管理', '产品优化', '竞品分析', '产品设计']\",\n",
       "       \"['供应链产品', '商业产品', '策略产品', '消费品', '产品规划', '团队管理']\",\n",
       "       \"['产品设计', '电商产品', 'b端产品']\",\n",
       "       \"['SaaS产品', '平台产品', 'SaaS系统', 'to B', '市场调研', '产品优化', '用户研究', '产品规划']\",\n",
       "       \"['平台产品', '调度策略产品', '工业互联网', '计算机软件', '产品设计', '产品规划', '产品优化', '团队管理', '交互设计', '需求分析']\",\n",
       "       \"['教育行业', '产品优化', '产品设计', 'AI人工智能产品', 'SaaS产品']\",\n",
       "       \"['产品规划', '产品设计']\",\n",
       "       \"['需求分析', '用户研究', '交互设计', '需求调研', '市场调研', '移动端产品']\", '[]', '[]',\n",
       "       '[]', \"['推荐产品', '数据产品', '产品设计', '产品规划']\",\n",
       "       \"['商业产品', '策略产品', 'AI人工智能产品', '人工智能', '产品规划', '产品优化', '用户研究', '竞品分析', '团队管理']\",\n",
       "       \"['硬件产品', '海外产品', '人工智能', '硬件系统集成', '智能硬件', '产品规划', '产品设计', '需求分析', '用户研究', '竞品分析']\",\n",
       "       '[]',\n",
       "       \"['定价/竞价产品', '策略产品', '数据产品', '供应链产品', '消费品', '产品规划', '用户研究', '团队管理', '交互设计', '市场调研']\",\n",
       "       \"['中药', '产品推广', '产品经理']\",\n",
       "       \"['市场调研', '竞品分析', '策略产品', 'to B', '产品规划', '需求分析', '产品优化', '团队管理', '户用储能', '光伏逆变器']\",\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', '流程设计', '墨刀', 'Axure', 'Visio', '产品规划']\",\n",
       "       '[]', \"['工具产品', 'IT互联网', '游戏行业', '数据分析', '用户研究']\",\n",
       "       \"['平台产品', '策略产品', '商业产品', '项目管理', 'to C', 'to B', '产品规划', '市场调研', '产品设计']\",\n",
       "       \"['IT互联网', '产品设计', '用户研究', '交互设计', '产品规划', '需求分析']\",\n",
       "       \"['数据产品', '数据分析', 'AI产品', '沟通协调', '新零售', '快消品']\",\n",
       "       \"['AI产品', '实操算法', '应用场景设计', 'AI产品全周期管理', '推荐产品', '预测产品', '算法模型', '人工智能模型', '项目统筹']\",\n",
       "       \"['海外产品', '电商产品', 'CRM产品', '海外房产业务', '海外/跨境业务', 'CRM系统', 'to C', '人工智能', '批发/零售', '竞品分析']\",\n",
       "       \"['需求挖掘', '团队管理', '需求调研', '项目管理', '跨部门沟通', '项目开发']\",\n",
       "       \"['AI', 'AI产品', '机器学习', '推荐算法', 'AI人工智能产品', '回归算法', 'e2e ', 'AI产品方案']\",\n",
       "       \"['CRM系统', '产品优化', '用户研究', '产品设计', '产品规划', '交互设计', '需求分析']\", '[]',\n",
       "       \"['AI人工智能产品', '数据产品', '推荐产品', '工具产品', '策略产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       \"['工具产品', 'ERP产品', 'ERP系统', 'IT互联网', '贸易/进出口', '消费品', '产品设计', '产品优化', '需求分析', '产品规划']\",\n",
       "       \"['金融产品', 'to B', 'web端产品']\",\n",
       "       \"['跨境电商', '采购', '消费品', '产品规划', '市场调研', '电商产品', '海外产品', '电子商务', 'to C']\",\n",
       "       \"['新零售', '商品中心', '产品经理']\", \"['产品设计', 'saas', '数据分析']\",\n",
       "       \"['工具产品', '产品设计', '需求管理', '流程设计', '需求分析', '原型设计', '需求确认', '团队管理']\",\n",
       "       \"['EAM系统', 'EHS系统', '碳排放', '绿色能源', '产品规划', '制造业', '能源管理']\",\n",
       "       \"['硬件产品', '策略产品', '画像产品', '硬件系统集成', '教育行业', '智能硬件', '计算机软件', '早教/幼教', '产品规划', '竞品分析']\",\n",
       "       \"['康复医疗器械', '医疗器械']\",\n",
       "       \"['新能源行业', '储能', '光伏', '信息化产品', '电力', '自驱力']\", \"['产品设计', '数据产品']\",\n",
       "       \"['产品优化', '产品规划', '产品设计']\",\n",
       "       \"['工具产品', 'O2O', '产品设计', 'to C', '产品规划', '需求分析', '交互设计', '原型设计', '中台产品', '增长产品']\",\n",
       "       \"['画像产品', '硬件产品', '策略产品', '计算机软件', '教育行业', '早教/幼教', '硬件系统集成', '智能硬件', '产品规划', '竞品分析']\",\n",
       "       '[]', \"['需求分析', '产品设计', 'Axure', '计算机软件', 'to G']\",\n",
       "       \"['垂直电商', '美居生活', '母婴类', '儿童品类', 'O2O']\",\n",
       "       \"['供应链产品', '团队管理', '产品优化', '产品设计']\",\n",
       "       \"['AI人工智能产品', '数据产品', '工具产品', '推荐产品', '策略产品', '人工智能', '团队管理', '产品规划']\",\n",
       "       '[]', \"['供应链系统', '电商系统']\",\n",
       "       \"['数据产品', '数据分析', '团队管理', '产品规划', 'Axure']\", '[]',\n",
       "       \"['中台产品', '爬虫']\", \"['供应链产品', '采购', '物流快递', '产品设计']\",\n",
       "       \"['后台产品', '中台产品', 'IT互联网', '云计算', 'to B', 'web端产品', '小程序产品', '移动端产品', '需求分析', '用户研究']\",\n",
       "       \"['产品规划', '团队管理', 'Visio']\", \"['固收投研', '风控', '金融行业B端产品经']\",\n",
       "       \"['电子商务']\",\n",
       "       \"['安全产品', '信息安全', '计算机软件', '需求管理', 'Xmind', '交互设计', 'Axure', '产品设计', '团队管理']\",\n",
       "       \"['产品经理', '电商产品', '小程序产品', '新零售', '用户运营', '数据分析']\",\n",
       "       \"['数据产品', '平台产品', '工具产品', '人工智能', '产品设计', '流程设计', 'Visio', 'Axure', '墨刀', '产品规划']\",\n",
       "       \"['AI人工智能产品', '机器学习', '深度学习', '人工智能', '人工智能领域', 'AI', '算法/AI编程', '推荐算法']\",\n",
       "       '[]', \"['团队管理', '数据治理']\",\n",
       "       \"['硬件产品', '硬件系统集成', '汽车零部件', 'to C', '产品优化', '市场调研', '需求挖掘', '数据分析', '团队管理']\",\n",
       "       \"['人工智能', '交通/运输/物流', '智能硬件', '房地产行业', '产品设计', '产品规划', 'Visio', 'Axure', '用户研究', '需求分析']\",\n",
       "       \"['数据分析', '需求分析']\",\n",
       "       \"['企业服务', '客户端产品', '硬件产品', '计算机软件', '教育行业', '高职教育', '实业实训', '教育白板', '智慧课堂', '教学管理']\",\n",
       "       \"['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']\",\n",
       "       \"['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品优化', 'Axure', '产品规划', '数据分析', '数据挖掘']\",\n",
       "       \"['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用户研究', '产品设计', '产品规划', 'H5端产品', '小程序产品']\",\n",
       "       \"['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Visio']\",\n",
       "       \"['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据分析', '需求分析', '用户研究', '产品设计', '团队管理']\"],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fb476c4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['客户端产品',\n",
       " '工具产品',\n",
       " '基金产品',\n",
       " '供应链产品',\n",
       " 'IT互联网',\n",
       " '金融理财/贷款',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '英语',\n",
       " '市场推广',\n",
       " '市场拓展',\n",
       " '渠道策划',\n",
       " '市场策划',\n",
       " '市场调研分析',\n",
       " '乙方公司背景',\n",
       " 'to B',\n",
       " '大客户',\n",
       " '无销售性质',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '平台产品',\n",
       " '科研/技术服务',\n",
       " '数据分析',\n",
       " 'SQL',\n",
       " '竞品分析',\n",
       " '中央市场产品经理经验',\n",
       " '区域推广经验',\n",
       " '神外',\n",
       " '医生',\n",
       " '化妆品原料',\n",
       " '市场推广',\n",
       " '产品策划',\n",
       " '产品运营',\n",
       " '产品规划',\n",
       " 'PS',\n",
       " 'PPT',\n",
       " '研讨会',\n",
       " '活性物',\n",
       " '护肤品',\n",
       " 'to B',\n",
       " 'to G',\n",
       " '硬件产品',\n",
       " '汽车行业',\n",
       " '硬件系统集成',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'AI人工智能产品',\n",
       " '游戏行业',\n",
       " 'to B',\n",
       " 'to G',\n",
       " 'AI人工智能产品',\n",
       " '内容产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to G',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '数据挖掘',\n",
       " '数据分析',\n",
       " '化妆品',\n",
       " '消费品',\n",
       " '产品开发',\n",
       " '产品策略',\n",
       " '爆品',\n",
       " '母婴',\n",
       " '美妆',\n",
       " '产品策划',\n",
       " '电商',\n",
       " 'b端产品',\n",
       " '用户增长',\n",
       " '策略产品',\n",
       " '数据分析',\n",
       " '内容产品',\n",
       " 'C端产品',\n",
       " '增长黑客',\n",
       " '私域增长',\n",
       " '新零售',\n",
       " 'to C',\n",
       " '商品管理',\n",
       " '产品企划',\n",
       " '商品运营',\n",
       " '医院器械',\n",
       " '泌尿外科',\n",
       " '品牌策划',\n",
       " '游戏产品',\n",
       " 'MMO游戏',\n",
       " 'to C',\n",
       " '产品优化',\n",
       " '二次元在研',\n",
       " '项目管理',\n",
       " '市场洞察',\n",
       " '拓展培训',\n",
       " '团队管理',\n",
       " '销售管理',\n",
       " '出差',\n",
       " '市场营销',\n",
       " '产品管理',\n",
       " '产品开发',\n",
       " 'CRM软件',\n",
       " '信息化项目',\n",
       " '软件行业',\n",
       " '咨询项目',\n",
       " '售前支持',\n",
       " '服务业',\n",
       " '批发/零售',\n",
       " 'IT/互联网/软件',\n",
       " '化工行业',\n",
       " 'CRM系统',\n",
       " '数据分析',\n",
       " '增长产品',\n",
       " '临床试验',\n",
       " '临床项目管理',\n",
       " 'GCP认证',\n",
       " 'CE认证',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'powerpoint',\n",
       " 'word',\n",
       " 'Excel',\n",
       " 'PMP',\n",
       " '流程管理',\n",
       " '包食宿',\n",
       " '五险一金',\n",
       " '晋升空间大',\n",
       " '零食下午茶',\n",
       " '智能硬件',\n",
       " '电子产品及配件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '数据分析',\n",
       " '市场调研/信息整',\n",
       " '产品差异化研发/',\n",
       " '新品企划/商品管',\n",
       " '项目管理',\n",
       " '烘焙产品经理',\n",
       " '供应链产品',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '中台产品',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '数据建模',\n",
       " '数据分析',\n",
       " '需求管理',\n",
       " '流程管理',\n",
       " 'PMP',\n",
       " '数据产品',\n",
       " '工具产品',\n",
       " '电商产品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '跨境电商',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " 'Axure',\n",
       " '数据产品',\n",
       " '食品饮料',\n",
       " '消费品',\n",
       " '竞品分析',\n",
       " '需求调研',\n",
       " '市场调研',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " 'AI人工智能产品',\n",
       " '硬件产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '计算机软件',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '建筑软件',\n",
       " '建筑信息化',\n",
       " '建筑行业',\n",
       " 'web端产品',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'CRM',\n",
       " '新零售',\n",
       " '电子商务',\n",
       " 'excel',\n",
       " 'word',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '海外',\n",
       " '手游',\n",
       " '电商',\n",
       " '金融产品',\n",
       " 'to B',\n",
       " 'to C',\n",
       " '金融产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '金融行业',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '电商产品',\n",
       " '画像产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '需求管理',\n",
       " '交互设计',\n",
       " '策略产品',\n",
       " '化妆品',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '售后服务',\n",
       " '供应链产品',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '市场调研',\n",
       " '流程设计',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '金融行业',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " 'to B',\n",
       " '金融产品',\n",
       " '固收',\n",
       " '估值',\n",
       " '交易产品',\n",
       " '风控产品',\n",
       " '工具产品',\n",
       " '墨刀',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '金融行业',\n",
       " 'to B',\n",
       " '用户研究',\n",
       " '需求分析',\n",
       " 'Xmind',\n",
       " '采购',\n",
       " '订单管理',\n",
       " '订单履约',\n",
       " '证券业',\n",
       " '金融行业',\n",
       " '数据产品',\n",
       " '中台产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '金融产品',\n",
       " '内容产品',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '课程产品',\n",
       " '敏捷管理',\n",
       " '流程管理',\n",
       " '项目管理师',\n",
       " 'PMP',\n",
       " 'PMP项目管理认证',\n",
       " '生物医药',\n",
       " '分析生物学',\n",
       " '体外诊断产品',\n",
       " '5G行业',\n",
       " '应急行业',\n",
       " '能源行业',\n",
       " '电力',\n",
       " '广电行业',\n",
       " '通讯/网络设备',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '游戏',\n",
       " '摄像机',\n",
       " '相机',\n",
       " '安防机',\n",
       " '影像设备',\n",
       " '交易产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " '竞品分析',\n",
       " 'to B',\n",
       " '需求分析',\n",
       " '需求调研',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " 'PMP',\n",
       " '电商产品',\n",
       " '后台产品',\n",
       " '交易产品',\n",
       " '中台产品',\n",
       " 'AI人工智能产品',\n",
       " 'CRM系统',\n",
       " '电子商务',\n",
       " '人工智能',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '信息安全',\n",
       " '交通/运输',\n",
       " '数据分析',\n",
       " 'Axure',\n",
       " 'Visio',\n",
       " '产品规划',\n",
       " 'MindManager',\n",
       " '金融产品',\n",
       " '金融行业',\n",
       " '证券业',\n",
       " '期货证券',\n",
       " '需求管理',\n",
       " '团队管理',\n",
       " '供应链产品',\n",
       " '交通/运输/物流',\n",
       " '供应链仓储',\n",
       " 'axure',\n",
       " 'xmind',\n",
       " 'b端产品',\n",
       " '需求分析',\n",
       " '旅游产品',\n",
       " 'to C',\n",
       " 'OTA',\n",
       " '英文',\n",
       " '金融产品',\n",
       " '交易产品',\n",
       " '工具产品',\n",
       " '金融行业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '医药企业',\n",
       " '连锁',\n",
       " '固定收益',\n",
       " '固收系统',\n",
       " '售前产品经理',\n",
       " '无线通信方向',\n",
       " 'Visio',\n",
       " 'Axure',\n",
       " '产品设计',\n",
       " '工具产品',\n",
       " '需求挖掘',\n",
       " '原型设计',\n",
       " '产品规划',\n",
       " '供应链产品',\n",
       " '电子商务',\n",
       " 'to B',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '产品规划',\n",
       " 'AI人工智能产品',\n",
       " '商业产品',\n",
       " '人工智能',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '宠物电子',\n",
       " '个人护理',\n",
       " '美容仪',\n",
       " '桌面办公',\n",
       " '平板',\n",
       " '消费电子',\n",
       " '硬件产品',\n",
       " '硬件系统集成',\n",
       " '智能硬件',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '电商产品',\n",
       " '中台产品',\n",
       " '后台产品',\n",
       " '交易产品',\n",
       " 'AI人工智能产品',\n",
       " 'CRM系统',\n",
       " '人工智能',\n",
       " '电子商务',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '电商产品经理 ',\n",
       " 'ERP产品经理',\n",
       " '跨境电商行业',\n",
       " '电商产品',\n",
       " '跨境电商',\n",
       " '电子商务',\n",
       " '团队管理',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'ppt',\n",
       " '需求分析',\n",
       " '数据产品',\n",
       " '硬件产品',\n",
       " '社交产品',\n",
       " '海外产品',\n",
       " '移动端产品',\n",
       " '产品规划',\n",
       " '竞品分析',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " 'to B',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '商业产品',\n",
       " '计算机软件',\n",
       " '产品规划',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '云平台',\n",
       " '软硬件集成',\n",
       " '从0到1的规划产品',\n",
       " 'ppt',\n",
       " 'axure',\n",
       " 'visio',\n",
       " '硬件产品',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '产品分析',\n",
       " '产品设计',\n",
       " '产品开发',\n",
       " '产品推广',\n",
       " '产品优化',\n",
       " '原型设计',\n",
       " '需求调研',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '硬件产品',\n",
       " '智慧城市',\n",
       " '医疗行业',\n",
       " '房地产行业',\n",
       " '通讯/网络设备',\n",
       " 'IT互联网',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '移动端产品',\n",
       " '需求调研',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '需求分析',\n",
       " '风控产品',\n",
       " '策略产品',\n",
       " '金融产品',\n",
       " '投资产品',\n",
       " '金融行业',\n",
       " '金融理财/贷款',\n",
       " '需求分析',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '团队管理',\n",
       " '医疗',\n",
       " '大健康',\n",
       " '慢病',\n",
       " '治未病',\n",
       " '专科医生',\n",
       " '执业医师证',\n",
       " '医学产品',\n",
       " 'IT互联网',\n",
       " 'OA产品',\n",
       " '工具产品',\n",
       " '财务产品',\n",
       " '供应链产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '工具产品',\n",
       " '资讯产品',\n",
       " '财务产品',\n",
       " '供应链产品',\n",
       " '医疗行业',\n",
       " '医院',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '需求调研',\n",
       " '需求分析',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '用户研究',\n",
       " '智能硬件',\n",
       " '汽车行业',\n",
       " '房地产行业',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'SaaS系统',\n",
       " '通讯/网络设备',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '竞品分析',\n",
       " '需求调研',\n",
       " '移动端产品',\n",
       " 'Axure',\n",
       " '工具产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " 'to C',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '交互设计',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '后台产品',\n",
       " '制造业',\n",
       " '需求分析',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求管理',\n",
       " 'CRM产品',\n",
       " 'to B',\n",
       " '原型设计',\n",
       " '流程设计',\n",
       " '电子商务',\n",
       " '家具设计',\n",
       " '产品规划',\n",
       " '欧美风格',\n",
       " '轻奢风格',\n",
       " '实木家具',\n",
       " '板木家具',\n",
       " '软体家具',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '商业产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " 'Axure',\n",
       " '墨刀',\n",
       " 'Visio',\n",
       " '信号测量',\n",
       " '雷达配套',\n",
       " '无线通信',\n",
       " '仪器设备',\n",
       " '传感器',\n",
       " '模拟芯片',\n",
       " '数字芯片',\n",
       " '计算机软件',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '软件开发',\n",
       " '数据产品',\n",
       " '商业产品',\n",
       " '产品规划',\n",
       " '工具产品',\n",
       " '移动端产品',\n",
       " '数据产品经理',\n",
       " '数据可视化',\n",
       " '大数据平台',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '生产经理',\n",
       " '工具产品',\n",
       " '商业化产品',\n",
       " 'OA产品',\n",
       " 'OA系统',\n",
       " '产品规划',\n",
       " 'MindManager',\n",
       " 'Visio',\n",
       " '需求调研',\n",
       " 'Axure',\n",
       " '市场调研',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据产品',\n",
       " 'b端产品',\n",
       " '内容产品',\n",
       " '产品设计',\n",
       " '供应商管理',\n",
       " 'to B',\n",
       " 'AI人工智能产品',\n",
       " '中台产品',\n",
       " '数据产品',\n",
       " '人工智能',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " '支付产品',\n",
       " '工具产品',\n",
       " '供应链产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " '财务产品',\n",
       " 'to B',\n",
       " '数据产品',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '消费品',\n",
       " '食品饮料',\n",
       " '电子/半导体/集成电路',\n",
       " '数据分析',\n",
       " '产品优化',\n",
       " '竞品分析',\n",
       " '移动端产品',\n",
       " '产品设计',\n",
       " '智能载荷',\n",
       " '视觉感知系统',\n",
       " '无人驾驶',\n",
       " '产品设计',\n",
       " '需求分析',\n",
       " '跨境电商',\n",
       " 'ERP系统',\n",
       " 'to C',\n",
       " '供应链产品',\n",
       " 'IT产品经理',\n",
       " '电商产品经理',\n",
       " '信息化系统建设',\n",
       " '流程设计',\n",
       " '业务需求分析',\n",
       " 'to C',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " '消费品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '需求挖掘',\n",
       " '策略产品',\n",
       " '商业产品',\n",
       " 'IT互联网',\n",
       " '通讯/网络设备',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '平台产品',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '团队管理',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品优化',\n",
       " '产品规划',\n",
       " '市场调研',\n",
       " '平台产品',\n",
       " '消费品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '需求管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '数据分析',\n",
       " 'SaaS产品',\n",
       " 'SaaS系统',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '流程设计',\n",
       " '用户研究',\n",
       " '原型设计',\n",
       " '产品优化',\n",
       " '无人机',\n",
       " '无人机载荷',\n",
       " '激光雷达',\n",
       " '光学相机',\n",
       " '供应链产品',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '原型设计',\n",
       " '用户研究',\n",
       " '交互设计',\n",
       " '竞品分析',\n",
       " '产品经理',\n",
       " '国际业务',\n",
       " '数据产品',\n",
       " '投资产品',\n",
       " '工具产品',\n",
       " '金融理财/贷款',\n",
       " '设计服务',\n",
       " 'to C',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '产品经理',\n",
       " 'B端产品经理',\n",
       " 'OA产品',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " 'ppt',\n",
       " '架构设计',\n",
       " 'axure',\n",
       " 'visio',\n",
       " 'xmind',\n",
       " '数据分析',\n",
       " '工业互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '通讯/网络设备',\n",
       " '计算机软件',\n",
       " '投资产品',\n",
       " '基金产品',\n",
       " '金融理财/贷款',\n",
       " '设计服务',\n",
       " '基金业务',\n",
       " '工具产品',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " 'Axure',\n",
       " '原型设计',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to B',\n",
       " '流程设计',\n",
       " '原型设计',\n",
       " '需求分析',\n",
       " 'SaaS产品',\n",
       " '中台产品',\n",
       " 'IT互联网',\n",
       " '电子商务',\n",
       " '策略产品',\n",
       " '团队管理',\n",
       " '用户研究',\n",
       " '产品设计',\n",
       " '平台产品',\n",
       " 'IT互联网',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " '市场调研',\n",
       " '需求调研',\n",
       " '数据分析',\n",
       " '团队管理',\n",
       " '采购',\n",
       " '产品设计',\n",
       " '财务产品',\n",
       " 'AI人工智能产品',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '产品优化',\n",
       " '产品设计',\n",
       " '数据分析',\n",
       " '增长产品',\n",
       " '社交产品',\n",
       " '数据产品',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " '客户端产品',\n",
       " '数据产品',\n",
       " 'IT互联网',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '团队管理',\n",
       " '数据分析',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '需求管理',\n",
       " '增长产品',\n",
       " '社交产品',\n",
       " '数据产品',\n",
       " '用户研究',\n",
       " '数据分析',\n",
       " '信托类',\n",
       " '信托公司背景',\n",
       " '数据产品',\n",
       " 'to C',\n",
       " 'to B',\n",
       " '消费品',\n",
       " '产品设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '需求挖掘',\n",
       " '工具产品',\n",
       " '企业服务',\n",
       " '国产化PC',\n",
       " '工具产品',\n",
       " '竞品分析',\n",
       " '企业服务',\n",
       " '硬件产品',\n",
       " '商业产品',\n",
       " '策略产品',\n",
       " '硬件系统集成',\n",
       " '用户研究',\n",
       " '市场调研',\n",
       " '竞品分析',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '社交产品',\n",
       " '直播/视频产品',\n",
       " '直播',\n",
       " '产品规划',\n",
       " '硬件产品',\n",
       " '通讯/网络设备',\n",
       " 'to B',\n",
       " '产品规划',\n",
       " '需求分析',\n",
       " '用户研究',\n",
       " '交易产品',\n",
       " '供应链产品',\n",
       " '数据产品',\n",
       " '电商产品',\n",
       " 'to B',\n",
       " 'CRM系统',\n",
       " '采购',\n",
       " '信息安全',\n",
       " '计算机软件',\n",
       " 'SaaS系统',\n",
       " '策略产品',\n",
       " '定价/竞价产品',\n",
       " '数据产品',\n",
       " '供应链产品',\n",
       " '消费品',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " '交互设计',\n",
       " '市场调研',\n",
       " '制造业',\n",
       " '产品优化',\n",
       " '需求分析',\n",
       " 'IT互联网',\n",
       " '智能硬件',\n",
       " 'to B',\n",
       " '铁路',\n",
       " '金融行业',\n",
       " '投资产品',\n",
       " '金融产品',\n",
       " '交易产品',\n",
       " 'to B',\n",
       " 'web端产品',\n",
       " '需求分析',\n",
       " '数据分析',\n",
       " 'Axure',\n",
       " 'Xmind',\n",
       " '需求分析',\n",
       " '产品经理',\n",
       " 'CRM产品',\n",
       " 'CRM系统',\n",
       " 'B端产品',\n",
       " '客户关系管理系统',\n",
       " '经销渠道管理',\n",
       " 'AI人工智能产品',\n",
       " '数据产品',\n",
       " '策略产品',\n",
       " '工具产品',\n",
       " '推荐产品',\n",
       " '人工智能',\n",
       " '团队管理',\n",
       " '产品规划',\n",
       " '供应链产品',\n",
       " '国际快递',\n",
       " '需求管理',\n",
       " '产品规划',\n",
       " '团队管理',\n",
       " 'Visio',\n",
       " '医疗行业',\n",
       " '医院',\n",
       " '计算机软件',\n",
       " '产品优化',\n",
       " '市场调研',\n",
       " '产品规划',\n",
       " '数据分析',\n",
       " '数据产品',\n",
       " '平台产品',\n",
       " '工具产品',\n",
       " '人工智能',\n",
       " '产品设计',\n",
       " '原型设计',\n",
       " '产品设计',\n",
       " 'TMS',\n",
       " '卡运',\n",
       " '物流方向',\n",
       " '国产化',\n",
       " '信创',\n",
       " '生态产品',\n",
       " '云桌面',\n",
       " '客户端产品',\n",
       " '工具产品',\n",
       " '计算机软件',\n",
       " '产品设计',\n",
       " '交互设计',\n",
       " '原型设计',\n",
       " '用户研究',\n",
       " '产品规划',\n",
       " 'Axure',\n",
       " 'Visio',\n",
       " '搜索产品',\n",
       " '策略产品',\n",
       " '数据产品',\n",
       " '音乐行业',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '用户研究',\n",
       " '中台产品',\n",
       " '产品规划',\n",
       " '产品设计',\n",
       " 'to C',\n",
       " '用户中心',\n",
       " '工具产品',\n",
       " 'IT互联网',\n",
       " 'to B',\n",
       " '产品设计',\n",
       " '产品规划',\n",
       " '产品优化',\n",
       " '流程设计',\n",
       " '用户研究',\n",
       " ...]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_list = [j  for i in df_PM_gz['job.labels'].apply(lambda x:eval(x)).values.tolist() for j in i]\n",
    "labels_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "beca571c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'客户端产品': 9,\n",
       " '工具产品': 40,\n",
       " '基金产品': 2,\n",
       " '供应链产品': 24,\n",
       " 'IT互联网': 40,\n",
       " '金融理财/贷款': 4,\n",
       " 'to C': 24,\n",
       " 'to B': 40,\n",
       " '产品设计': 132,\n",
       " '移动端产品': 13,\n",
       " '英语': 1,\n",
       " '市场推广': 2,\n",
       " '市场拓展': 1,\n",
       " '渠道策划': 1,\n",
       " '市场策划': 1,\n",
       " '市场调研分析': 1,\n",
       " '乙方公司背景': 1,\n",
       " '大客户': 1,\n",
       " '无销售性质': 1,\n",
       " '数据产品': 52,\n",
       " '平台产品': 20,\n",
       " '科研/技术服务': 1,\n",
       " '数据分析': 53,\n",
       " 'SQL': 1,\n",
       " '竞品分析': 27,\n",
       " '中央市场产品经理经验': 1,\n",
       " '区域推广经验': 1,\n",
       " '神外': 1,\n",
       " '医生': 1,\n",
       " '化妆品原料': 1,\n",
       " '产品策划': 2,\n",
       " '产品运营': 1,\n",
       " '产品规划': 130,\n",
       " 'PS': 1,\n",
       " 'PPT': 1,\n",
       " '研讨会': 1,\n",
       " '活性物': 1,\n",
       " '护肤品': 1,\n",
       " 'to G': 5,\n",
       " '硬件产品': 14,\n",
       " '汽车行业': 2,\n",
       " '硬件系统集成': 9,\n",
       " '用户研究': 80,\n",
       " '需求分析': 59,\n",
       " '市场调研': 29,\n",
       " '交互设计': 24,\n",
       " 'AI人工智能产品': 18,\n",
       " '游戏行业': 5,\n",
       " '内容产品': 4,\n",
       " '商业产品': 20,\n",
       " '人工智能': 21,\n",
       " '策略产品': 29,\n",
       " '计算机软件': 27,\n",
       " '产品优化': 58,\n",
       " '团队管理': 63,\n",
       " '数据挖掘': 2,\n",
       " '化妆品': 2,\n",
       " '消费品': 13,\n",
       " '产品开发': 4,\n",
       " '产品策略': 1,\n",
       " '爆品': 1,\n",
       " '母婴': 1,\n",
       " '美妆': 1,\n",
       " '电商': 2,\n",
       " 'b端产品': 4,\n",
       " '用户增长': 1,\n",
       " 'C端产品': 1,\n",
       " '增长黑客': 1,\n",
       " '私域增长': 1,\n",
       " '新零售': 6,\n",
       " '商品管理': 1,\n",
       " '产品企划': 1,\n",
       " '商品运营': 1,\n",
       " '医院器械': 1,\n",
       " '泌尿外科': 1,\n",
       " '品牌策划': 1,\n",
       " '游戏产品': 1,\n",
       " 'MMO游戏': 1,\n",
       " '二次元在研': 1,\n",
       " '项目管理': 4,\n",
       " '市场洞察': 1,\n",
       " '拓展培训': 1,\n",
       " '销售管理': 1,\n",
       " '出差': 1,\n",
       " '市场营销': 1,\n",
       " '产品管理': 1,\n",
       " 'CRM软件': 1,\n",
       " '信息化项目': 1,\n",
       " '软件行业': 1,\n",
       " '咨询项目': 1,\n",
       " '售前支持': 1,\n",
       " '服务业': 1,\n",
       " '批发/零售': 2,\n",
       " 'IT/互联网/软件': 1,\n",
       " '化工行业': 1,\n",
       " 'CRM系统': 9,\n",
       " '增长产品': 6,\n",
       " '临床试验': 1,\n",
       " '临床项目管理': 1,\n",
       " 'GCP认证': 1,\n",
       " 'CE认证': 1,\n",
       " 'axure': 7,\n",
       " 'visio': 6,\n",
       " 'powerpoint': 1,\n",
       " 'word': 2,\n",
       " 'Excel': 1,\n",
       " 'PMP': 4,\n",
       " '流程管理': 3,\n",
       " '包食宿': 1,\n",
       " '五险一金': 1,\n",
       " '晋升空间大': 1,\n",
       " '零食下午茶': 1,\n",
       " '智能硬件': 11,\n",
       " '电子产品及配件': 2,\n",
       " '市场调研/信息整': 1,\n",
       " '产品差异化研发/': 1,\n",
       " '新品企划/商品管': 1,\n",
       " '烘焙产品经理': 1,\n",
       " '中台产品': 14,\n",
       " '数据建模': 1,\n",
       " '需求管理': 18,\n",
       " '电商产品': 11,\n",
       " '跨境电商': 6,\n",
       " 'Axure': 27,\n",
       " '食品饮料': 2,\n",
       " '需求调研': 13,\n",
       " '原型设计': 26,\n",
       " '建筑软件': 1,\n",
       " '建筑信息化': 1,\n",
       " '建筑行业': 1,\n",
       " 'web端产品': 6,\n",
       " 'CRM': 2,\n",
       " '电子商务': 17,\n",
       " 'excel': 1,\n",
       " '海外': 1,\n",
       " '手游': 1,\n",
       " '金融产品': 14,\n",
       " '金融行业': 15,\n",
       " '画像产品': 3,\n",
       " '售后服务': 1,\n",
       " '流程设计': 13,\n",
       " '固收': 1,\n",
       " '估值': 1,\n",
       " '交易产品': 9,\n",
       " '风控产品': 2,\n",
       " '墨刀': 5,\n",
       " 'Visio': 13,\n",
       " 'Xmind': 4,\n",
       " '采购': 6,\n",
       " '订单管理': 1,\n",
       " '订单履约': 1,\n",
       " '证券业': 2,\n",
       " '课程产品': 1,\n",
       " '敏捷管理': 1,\n",
       " '项目管理师': 1,\n",
       " 'PMP项目管理认证': 1,\n",
       " '生物医药': 1,\n",
       " '分析生物学': 1,\n",
       " '体外诊断产品': 1,\n",
       " '5G行业': 1,\n",
       " '应急行业': 1,\n",
       " '能源行业': 1,\n",
       " '电力': 3,\n",
       " '广电行业': 1,\n",
       " '通讯/网络设备': 7,\n",
       " '游戏': 1,\n",
       " '摄像机': 1,\n",
       " '相机': 1,\n",
       " '安防机': 1,\n",
       " '影像设备': 1,\n",
       " '投资产品': 5,\n",
       " '后台产品': 6,\n",
       " '信息安全': 3,\n",
       " '交通/运输': 1,\n",
       " 'MindManager': 2,\n",
       " '期货证券': 1,\n",
       " '交通/运输/物流': 3,\n",
       " '供应链仓储': 1,\n",
       " 'xmind': 4,\n",
       " '旅游产品': 1,\n",
       " 'OTA': 1,\n",
       " '英文': 1,\n",
       " '医药企业': 1,\n",
       " '连锁': 2,\n",
       " '固定收益': 1,\n",
       " '固收系统': 1,\n",
       " '售前产品经理': 1,\n",
       " '无线通信方向': 1,\n",
       " '需求挖掘': 8,\n",
       " '宠物电子': 1,\n",
       " '个人护理': 1,\n",
       " '美容仪': 1,\n",
       " '桌面办公': 1,\n",
       " '平板': 1,\n",
       " '消费电子': 1,\n",
       " '电商产品经理 ': 1,\n",
       " 'ERP产品经理': 1,\n",
       " '跨境电商行业': 1,\n",
       " 'ppt': 4,\n",
       " '社交产品': 9,\n",
       " '海外产品': 7,\n",
       " '架构设计': 2,\n",
       " '云平台': 1,\n",
       " '软硬件集成': 1,\n",
       " '从0到1的规划产品': 1,\n",
       " '产品分析': 1,\n",
       " '产品推广': 4,\n",
       " '智慧城市': 1,\n",
       " '医疗行业': 4,\n",
       " '房地产行业': 4,\n",
       " 'SaaS系统': 5,\n",
       " '医疗': 1,\n",
       " '大健康': 1,\n",
       " '慢病': 1,\n",
       " '治未病': 1,\n",
       " '专科医生': 1,\n",
       " '执业医师证': 1,\n",
       " '医学产品': 1,\n",
       " 'OA产品': 4,\n",
       " '财务产品': 4,\n",
       " '资讯产品': 1,\n",
       " '医院': 2,\n",
       " '制造业': 3,\n",
       " 'CRM产品': 7,\n",
       " '家具设计': 1,\n",
       " '欧美风格': 1,\n",
       " '轻奢风格': 1,\n",
       " '实木家具': 1,\n",
       " '板木家具': 1,\n",
       " '软体家具': 1,\n",
       " '信号测量': 1,\n",
       " '雷达配套': 1,\n",
       " '无线通信': 1,\n",
       " '仪器设备': 1,\n",
       " '传感器': 1,\n",
       " '模拟芯片': 1,\n",
       " '数字芯片': 1,\n",
       " '软件开发': 1,\n",
       " '数据产品经理': 1,\n",
       " '数据可视化': 1,\n",
       " '大数据平台': 2,\n",
       " '生产经理': 1,\n",
       " '商业化产品': 1,\n",
       " 'OA系统': 1,\n",
       " '供应商管理': 1,\n",
       " '支付产品': 3,\n",
       " '电子/半导体/集成电路': 1,\n",
       " '智能载荷': 1,\n",
       " '视觉感知系统': 1,\n",
       " '无人驾驶': 1,\n",
       " 'ERP系统': 3,\n",
       " 'IT产品经理': 1,\n",
       " '电商产品经理': 1,\n",
       " '信息化系统建设': 1,\n",
       " '业务需求分析': 1,\n",
       " 'SaaS产品': 7,\n",
       " '无人机': 1,\n",
       " '无人机载荷': 1,\n",
       " '激光雷达': 1,\n",
       " '光学相机': 1,\n",
       " '定价/竞价产品': 8,\n",
       " '产品经理': 6,\n",
       " '国际业务': 1,\n",
       " '设计服务': 2,\n",
       " 'B端产品经理': 1,\n",
       " '工业互联网': 2,\n",
       " '基金业务': 1,\n",
       " '信托类': 1,\n",
       " '信托公司背景': 1,\n",
       " '企业服务': 5,\n",
       " '国产化PC': 1,\n",
       " '直播/视频产品': 3,\n",
       " '直播': 2,\n",
       " '铁路': 1,\n",
       " 'B端产品': 2,\n",
       " '客户关系管理系统': 1,\n",
       " '经销渠道管理': 1,\n",
       " '推荐产品': 5,\n",
       " '国际快递': 1,\n",
       " 'TMS': 1,\n",
       " '卡运': 1,\n",
       " '物流方向': 1,\n",
       " '国产化': 2,\n",
       " '信创': 2,\n",
       " '生态产品': 1,\n",
       " '云桌面': 1,\n",
       " '搜索产品': 1,\n",
       " '音乐行业': 2,\n",
       " '用户中心': 1,\n",
       " '物流快递': 3,\n",
       " '广告产品': 2,\n",
       " '广告行业': 2,\n",
       " '广告营销': 1,\n",
       " '旅游行业': 1,\n",
       " '小家电': 1,\n",
       " '厨卫电器': 1,\n",
       " '保健电器': 1,\n",
       " '取暖电器': 1,\n",
       " '制冷电器': 1,\n",
       " '个护电器': 1,\n",
       " '饮水电器': 1,\n",
       " '生命周期管理': 1,\n",
       " '量产上市': 1,\n",
       " 'GMV': 1,\n",
       " '支付行业': 2,\n",
       " '聚合支付': 1,\n",
       " '中药': 3,\n",
       " '中成药': 1,\n",
       " '零售': 1,\n",
       " '物业服务': 1,\n",
       " '规划': 1,\n",
       " '调度策略产品': 3,\n",
       " '社区/社交产品': 3,\n",
       " '中期开发迭代': 1,\n",
       " '拉新': 1,\n",
       " '交通/物流/贸易': 1,\n",
       " '服装/纺织/皮革': 1,\n",
       " '服装服饰': 1,\n",
       " '皮革/纺织/服装': 1,\n",
       " '语音产品': 3,\n",
       " '贸易/进出口': 3,\n",
       " '产品市场': 1,\n",
       " '物流产品规划': 1,\n",
       " '库存管理': 1,\n",
       " '商家平台产品经理': 1,\n",
       " '卡券产品经理': 1,\n",
       " '商家工具产品经理': 1,\n",
       " '图文打印/复印': 1,\n",
       " '自动化行业': 1,\n",
       " '保险行业': 1,\n",
       " '汽摩配': 1,\n",
       " '储能电源': 1,\n",
       " '光伏逆变器': 2,\n",
       " '电动工具': 1,\n",
       " 'DIY工具': 1,\n",
       " '雕刻机': 1,\n",
       " '零售产品经理': 1,\n",
       " '中药领域': 1,\n",
       " '保健品': 1,\n",
       " 'ERP产品': 3,\n",
       " '教育行业': 5,\n",
       " 'k12教育': 1,\n",
       " '软件产品经理': 1,\n",
       " '互联网公司背景': 1,\n",
       " 'aPAAS': 1,\n",
       " 'PAAS': 1,\n",
       " '低代码': 2,\n",
       " '日化用品': 1,\n",
       " '日用品': 1,\n",
       " '电网': 1,\n",
       " '智慧园区': 1,\n",
       " '物联网': 1,\n",
       " 'IOT': 1,\n",
       " 'AIOT': 1,\n",
       " '服务器产品': 1,\n",
       " '存储产品': 1,\n",
       " '计算产品': 1,\n",
       " '鲲鹏': 1,\n",
       " '家具行业': 1,\n",
       " '教育产品': 1,\n",
       " '软件产品': 1,\n",
       " '电视': 1,\n",
       " '产品调研': 1,\n",
       " 'imo社交方向': 1,\n",
       " '产品培训': 1,\n",
       " '医药产品经理': 1,\n",
       " '开发套件': 1,\n",
       " '开发工具': 1,\n",
       " '数据中台': 1,\n",
       " '云计算': 2,\n",
       " '人力资源服务': 1,\n",
       " 'HRM系统': 1,\n",
       " 'HRIS': 1,\n",
       " '人力资源数字化': 1,\n",
       " '安全产品': 2,\n",
       " 'EHR系统': 1,\n",
       " '招聘行业': 1,\n",
       " '户用储能': 1,\n",
       " 'AI产品': 3,\n",
       " '沟通协调': 1,\n",
       " '快消品': 1,\n",
       " '实操算法': 1,\n",
       " '应用场景设计': 1,\n",
       " 'AI产品全周期管理': 1,\n",
       " '预测产品': 1,\n",
       " '算法模型': 1,\n",
       " '人工智能模型': 1,\n",
       " '项目统筹': 1,\n",
       " '海外房产业务': 1,\n",
       " '海外/跨境业务': 1,\n",
       " '跨部门沟通': 1,\n",
       " '项目开发': 1,\n",
       " 'AI': 2,\n",
       " '机器学习': 2,\n",
       " '推荐算法': 2,\n",
       " '回归算法': 1,\n",
       " 'e2e ': 1,\n",
       " 'AI产品方案': 1,\n",
       " '商品中心': 1,\n",
       " 'saas': 1,\n",
       " '需求确认': 1,\n",
       " 'EAM系统': 1,\n",
       " 'EHS系统': 1,\n",
       " '碳排放': 1,\n",
       " '绿色能源': 1,\n",
       " '能源管理': 1,\n",
       " '早教/幼教': 2,\n",
       " '康复医疗器械': 1,\n",
       " '医疗器械': 1,\n",
       " '新能源行业': 1,\n",
       " '储能': 1,\n",
       " '光伏': 1,\n",
       " '信息化产品': 1,\n",
       " '自驱力': 1,\n",
       " 'O2O': 2,\n",
       " '垂直电商': 1,\n",
       " '美居生活': 1,\n",
       " '母婴类': 1,\n",
       " '儿童品类': 1,\n",
       " '供应链系统': 1,\n",
       " '电商系统': 1,\n",
       " '爬虫': 1,\n",
       " '小程序产品': 3,\n",
       " '固收投研': 1,\n",
       " '风控': 1,\n",
       " '金融行业B端产品经': 1,\n",
       " '用户运营': 1,\n",
       " '深度学习': 1,\n",
       " '人工智能领域': 1,\n",
       " '算法/AI编程': 1,\n",
       " '数据治理': 1,\n",
       " '汽车零部件': 1,\n",
       " '高职教育': 1,\n",
       " '实业实训': 1,\n",
       " '教育白板': 1,\n",
       " '智慧课堂': 1,\n",
       " '教学管理': 1,\n",
       " '汽车中控': 1,\n",
       " '集控物联网': 1,\n",
       " '办公会议': 1,\n",
       " 'H5端产品': 1,\n",
       " '工艺品/收藏品': 1}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_counts = {}\n",
    "for i in labels_list:\n",
    "    labels_counts.setdefault(i, 0)\n",
    "    labels_counts[i] += 1\n",
    "labels_counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "700e6f13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                  C端高级产品经理(J10043)\n",
       "1                              产品经理\n",
       "2         Product Marketing Manager\n",
       "3       产品经理（化妆品原料）/Product Manager\n",
       "4               产品经理Product Manager\n",
       "                   ...             \n",
       "395              海外软件产品经理（A股上市龙头企业）\n",
       "396                  产品经理(crm/scrm)\n",
       "397                        产品经理（双休）\n",
       "398    B端产品经理（供应商管理协同方向） (MJ008521)\n",
       "399                          高级产品经理\n",
       "Name: job.title, Length: 400, dtype: object"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "92bed8b3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         3\n",
       "1         5\n",
       "2         5\n",
       "3         3\n",
       "4         3\n",
       "       ... \n",
       "395       5\n",
       "396       3\n",
       "397       1\n",
       "398       5\n",
       "399    一年以下\n",
       "Name: job.requireWorkYears, Length: 400, dtype: object"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.requireWorkYears'].apply(lambda x:x.split('-')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8bd60e73",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-20-baec5a5d6f4d>:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_PM_gz['工作时间']=df_PM_gz['job.requireWorkYears'].apply(lambda x:x.split('-')[0]).str.replace('经验不限',\"0\")\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>工作时间</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...</td>\n",
       "      <td>20230620090737</td>\n",
       "      <td>C端高级产品经理(J10043)</td>\n",
       "      <td>15-30k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>B轮</td>\n",
       "      <td>盈米基金</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230619103414</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>辉柏嘉(中国)</td>\n",
       "      <td>办公用品/设备</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230616103702</td>\n",
       "      <td>Product Marketing Manager</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>卡尔蔡司光学(广州)有限公司</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230620104235</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']</td>\n",
       "      <td>20230420120326</td>\n",
       "      <td>海外软件产品经理（A股上市龙头企业）</td>\n",
       "      <td>25-40k·17薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某知名计算机软件上市公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>396</th>\n",
       "      <td>['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...</td>\n",
       "      <td>20230424084617</td>\n",
       "      <td>产品经理(crm/scrm)</td>\n",
       "      <td>18-25k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>湛蓝科技</td>\n",
       "      <td>互联网</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>397</th>\n",
       "      <td>['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...</td>\n",
       "      <td>20230213135238</td>\n",
       "      <td>产品经理（双休）</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>1-3年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>九州国际会展</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>398</th>\n",
       "      <td>['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...</td>\n",
       "      <td>20230613181140</td>\n",
       "      <td>B端产品经理（供应商管理协同方向） (MJ008521)</td>\n",
       "      <td>25-45k·14薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>5-10年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>SHEIN</td>\n",
       "      <td>互联网</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>399</th>\n",
       "      <td>['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...</td>\n",
       "      <td>20230607134704</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>False</td>\n",
       "      <td>一年以下</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>佛山市开仪家具有限公司</td>\n",
       "      <td>家具/家居</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>一年以下</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['客户端产品', '工具产品', '基金产品', '供应链产品', 'IT互联网', '金...   20230620090737   \n",
       "1                                                   []   20230619103414   \n",
       "2                                                   []   20230616103702   \n",
       "3    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230620104235   \n",
       "4    ['数据产品', '工具产品', '平台产品', '科研/技术服务', '数据分析', 'S...   20230410215438   \n",
       "..                                                 ...              ...   \n",
       "395  ['企业服务', '智能硬件', '海外产品', '汽车中控', '集控物联网', '办公会议']   20230420120326   \n",
       "396  ['CRM产品', 'CRM系统', '电子商务', 'to C', '产品设计', '产品...   20230424084617   \n",
       "397  ['CRM产品', '数据产品', '客户端产品', 'CRM系统', 'to C', '用...   20230213135238   \n",
       "398  ['电商产品', '商业产品', '电子商务', '移动端产品', 'Xmind', 'Vi...   20230613181140   \n",
       "399  ['数据产品', '工艺品/收藏品', '消费品', '产品优化', '产品规划', '数据...   20230607134704   \n",
       "\n",
       "                        job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                C端高级产品经理(J10043)  15-30k·15薪      广州        True   \n",
       "1                            产品经理        薪资面议      广州        True   \n",
       "2       Product Marketing Manager  18-25k·14薪  广州-天河区        True   \n",
       "3     产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "4             产品经理Product Manager      20-25k  广州-番禺区       False   \n",
       "..                            ...         ...     ...         ...   \n",
       "395            海外软件产品经理（A股上市龙头企业）  25-40k·17薪  广州-黄埔区       False   \n",
       "396                产品经理(crm/scrm)      18-25k  广州-海珠区       False   \n",
       "397                      产品经理（双休）      12-15k  广州-天河区       False   \n",
       "398  B端产品经理（供应商管理协同方向） (MJ008521)  25-45k·14薪  广州-番禺区       False   \n",
       "399                        高级产品经理      10-30k  广州-荔湾区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage   comp.compName  \\\n",
       "0                   3-5年                  本科             B轮            盈米基金   \n",
       "1                  5-10年                统招本科            NaN         辉柏嘉(中国)   \n",
       "2                  5-10年                  硕士          融资未公开  卡尔蔡司光学(广州)有限公司   \n",
       "3                   3-5年                  硕士            NaN            仙婷集团   \n",
       "4                   3-5年                  本科            NaN  广州市新目标电子商务有限公司   \n",
       "..                   ...                 ...            ...             ...   \n",
       "395                5-10年                统招本科            已上市    某知名计算机软件上市公司   \n",
       "396                 3-5年                  本科          融资未公开            湛蓝科技   \n",
       "397                 1-3年                统招本科            NaN          九州国际会展   \n",
       "398                5-10年                统招本科            NaN           SHEIN   \n",
       "399                 一年以下                  本科            NaN     佛山市开仪家具有限公司   \n",
       "\n",
       "    comp.compIndustry comp.compScale  工作时间  \n",
       "0            基金/证券/期货       100-499人     3  \n",
       "1             办公用品/设备       500-999人     5  \n",
       "2               批发/零售       500-999人     5  \n",
       "3              贸易/进出口         50-99人     3  \n",
       "4                IT服务       100-499人     3  \n",
       "..                ...            ...   ...  \n",
       "395             计算机软件    5000-10000人     5  \n",
       "396               互联网     2000-5000人     3  \n",
       "397          广告/公关/会展       100-499人     1  \n",
       "398               互联网    5000-10000人     5  \n",
       "399             家具/家居          1-49人  一年以下  \n",
       "\n",
       "[400 rows x 13 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['工作时间']=df_PM_gz['job.requireWorkYears'].apply(lambda x:x.split('-')[0]).str.replace('经验不限',\"0\")\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "441cec53",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3        163\n",
       "5        148\n",
       "1         52\n",
       "0         28\n",
       "10年以上      6\n",
       "一年以下       3\n",
       "Name: 工作时间, dtype: int64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['工作时间'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "7f6e1727",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['3', '5', '1', '0', '10年以上', '一年以下']"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['工作时间'].value_counts().index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "9274c6d1",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'pyecharts'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-23-edb71a216a5f>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0moptions\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mopts\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcharts\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mPie\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0mpyecharts\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfaker\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mFaker\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m c = (\n",
      "\u001b[1;31mModuleNotFoundError\u001b[0m: No module named 'pyecharts'"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_PM_gz['工作时间'].value_counts().index.tolist(), df_PM_gz['工作时间'].value_counts().values.tolist())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Pie-工作最低年限\"))\n",
    "    \n",
    ")\n",
    "\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88878c87",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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